{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# code based on: https://github.com/AdityaLab/EpiFNP/blob/master/test_ili.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "pd.set_option('display.max_columns', 30)\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILINet.csv  ILINet_states.csv\n"
     ]
    }
   ],
   "source": [
    "%ls /TimeseriesDatasets/forecasting/epidemic/ILI-US/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATASET_FILENAME = '/TimeseriesDatasets/forecasting/epidemic/ILI-US/ILINet.csv'\n",
    "OUTPUT_DIR = '/TimeseriesDatasets/forecasting/epidemic/preprocessed/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9922\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REGION</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>WEEK</th>\n",
       "      <th>% WEIGHTED ILI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>X</td>\n",
       "      <td>2003</td>\n",
       "      <td>20</td>\n",
       "      <td>0.727705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>X</td>\n",
       "      <td>2003</td>\n",
       "      <td>21</td>\n",
       "      <td>0.717701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>X</td>\n",
       "      <td>2003</td>\n",
       "      <td>22</td>\n",
       "      <td>0.789394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>X</td>\n",
       "      <td>2003</td>\n",
       "      <td>23</td>\n",
       "      <td>0.722129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>X</td>\n",
       "      <td>2003</td>\n",
       "      <td>24</td>\n",
       "      <td>0.591326</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    REGION  YEAR  WEEK  % WEIGHTED ILI\n",
       "293      X  2003    20        0.727705\n",
       "294      X  2003    21        0.717701\n",
       "295      X  2003    22        0.789394\n",
       "296      X  2003    23        0.722129\n",
       "297      X  2003    24        0.591326"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(DATASET_FILENAME)\n",
    "df = df[[\"REGION\", \"YEAR\", \"WEEK\", \"% WEIGHTED ILI\"]]\n",
    "df = df[(df[\"YEAR\"] >= 2004) | ((df[\"YEAR\"] == 2003) & (df[\"WEEK\"] >= 20))]\n",
    "print(len(df))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_X_2003-2020.csv\n",
      "  REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0      X  2003    20        0.727705\n",
      "1      X  2003    21        0.717701\n",
      "2      X  2003    22        0.789394\n",
      "3      X  2003    23        0.722129\n",
      "4      X  2003    24        0.591326\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_1_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 1  2003    20        0.199502\n",
      "1  Region 1  2003    21        0.120850\n",
      "2  Region 1  2003    22        0.110875\n",
      "3  Region 1  2003    23        0.046356\n",
      "4  Region 1  2003    24        0.161722\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_2_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 2  2003    20         1.84902\n",
      "1  Region 2  2003    21         1.54603\n",
      "2  Region 2  2003    22         2.61157\n",
      "3  Region 2  2003    23         1.35671\n",
      "4  Region 2  2003    24         1.41652\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_3_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 3  2003    20        1.303890\n",
      "1  Region 3  2003    21        0.988692\n",
      "2  Region 3  2003    22        0.956930\n",
      "3  Region 3  2003    23        0.895632\n",
      "4  Region 3  2003    24        1.180250\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_4_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 4  2003    20        0.420990\n",
      "1  Region 4  2003    21        0.795601\n",
      "2  Region 4  2003    22        0.476614\n",
      "3  Region 4  2003    23        0.394769\n",
      "4  Region 4  2003    24        0.522053\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_5_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 5  2003    20        0.459533\n",
      "1  Region 5  2003    21        0.296985\n",
      "2  Region 5  2003    22        0.319755\n",
      "3  Region 5  2003    23        0.320656\n",
      "4  Region 5  2003    24        0.248534\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_6_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 6  2003    20        0.398766\n",
      "1  Region 6  2003    21        1.143520\n",
      "2  Region 6  2003    22        1.152870\n",
      "3  Region 6  2003    23        0.824802\n",
      "4  Region 6  2003    24        0.701011\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_7_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 7  2003    20        0.878384\n",
      "1  Region 7  2003    21        0.453362\n",
      "2  Region 7  2003    22        0.878040\n",
      "3  Region 7  2003    23        0.681625\n",
      "4  Region 7  2003    24        0.499815\n"
     ]
    },
    {
     "data": {
      "image/png": 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ZL7zwAmbOnKlzgYkMHDgQ33//fci1WrhwIfLy8nDMMcfoXv/444/j7rvvxrRp03S1SeT3nDt3LioqKnRBpwsXLtSeN6Nnz54AgDVr1kQcoz179sSNN96IG2+8EZs2bcLAgQPx73//G6+++ioAID8/H2effTbefvtt/Oc//8Gbb76Jk08+WYn4IdKcZAacEM0LuwNOly9fzgCwqVOnhjw3depUBoCtWLFCe+y7775jDQ0NIa/ldReuv/56C5/Kj1mdD8YYGzp0KCspKWG1tbWMMcZGjx7NWrVqxX755ZeQ1+7fv1/7+c9//nPcAaevvfaa9lhjYyMbOXKkYcCpUeAgAHbXXXdZ/Qp0HH/88axLly5agGIsXHfddQwAe/rpp8O+7v777w/57tevX89cLhe79dZbtcdqampYq1at2Nlnn637+yuuuILl5eWxQ4cOaY8Z1XnZtm0bKywsDAnuNONf//oXA8D+9re/hX3dG2+8ETLGDxw4wIqLi9kll1wS8lqn08kmTJgQ9rv96aefQq5rXV0dO/roo9mwYcN0r92xYwf7+eeftd+9Xm/EgNPq6mptPIt/V1JSwi688ELd4++++652HQGwJ554Isy3QTQXyPJBJJ3//Oc/utRDwL+j/dvf/hbV+wwcOBDXXHMNHnnkEWzatAmnn346AH/a4KeffoprrrlG5xt/4IEHsHTpUpx//vk4/vjjAQDLli3Dyy+/jFatWmHatGnxfbAAN998My666CK8+OKL+OMf/4jHH38co0aNQv/+/fH73/8ePXr0wL59+7BgwQLs3r0bK1euBADccsstePXVV3H66afjL3/5C/Lz8/Hss8+iS5cuOHz4cEj8isi1116Lp59+GpMmTcLSpUvRrVs3vPPOO/jhhx8wc+ZMzRpgB2vWrMGqVatw2223hT3HcMycORNPPPEERowYgby8PG0nzfntb3+L/Px8AMB1112HZ555BuPHj8dNN92ErKws/Oc//0FJSQluvPFG7W9yc3Pxj3/8A1OmTMFFF12EM844A99//z1effVV3HvvvWjVqpX22v79+2Ps2LEYOHAgWrZsiU2bNuG5555DY2NjSMCoEbNnz8Ytt9yCXr16oU+fPiHnf/rpp6OkpAQAcOGFF2L48OGYPHky1q1bp1U49Xq9uqqlixYtwpVXXonWrVtj7NixIW7Bk046SbO8DBs2DBdddBGmT5+O/fv34+ijj8ZLL72E7du347nnntP93ZVXXol58+ZpLjan04knn3wS55xzDgYOHIjJkyejQ4cOWL9+PdauXYsvvvgCGzduxNixY3HxxRfjuOOOg9vtxuzZs7Fv376QFNqzzjoLhYWFuOmmm+ByuXDBBRdE/P6IZkCy1Q/RfDCzfBj94ymR0Vg+GPPvvh555BE2YMAAlpOTw3JyctiAAQPYo48+GpIi+cMPP7ApU6awfv36saKiIpaVlcW6dOnCJk2axLZs2RLXZ5PPqWfPnqxnz56sqamJMcbYli1b2JVXXsnat2/PsrKy2FFHHcXOPvts9s477+j+dvny5ezkk09mHo+HderUic2YMYM9+uijDAArLS3VXidbPhjz794nT57M2rRpw7Kzs1n//v3ZCy+8oHuNHZaP2267jQFgq1ativpvORMnTjQdG5CsPowxtmvXLnbhhReyFi1asIKCAnb22WezTZs2Gb73//73P3bsscey7Oxs1rNnT/bwww+HWBHuuusuNnjwYNayZUvmdrtZx44d2aWXXmr5M4Ub2wDY3Llzda8/fPgwu/rqq1nr1q1ZXl4eO/XUU0PGEh9jZv/ka1tbW8tuuukm1r59e+bxeNiQIUMM03ZPPfVUZrQUzJ8/n51++umssLCQ5efns+OPP5499thjjDF/tdkpU6aw3r17s/z8fFZUVMSGDRvG3nrrLcPvY8KECQwAGzdunKXvj8h8HIzFGFFGEERSmDZtGp5++mlUVVVZzvIhCIJIJSjbhSBSGLkew6FDh/DKK69g1KhRJDwIgkhbKOaDIMJQVVWlpcmaEU2dkWgZMWIERo8ejT59+mDfvn147rnnUFFRYVojxA6MaqvIFBUVha0dwZGzRYxo1aqVaTEwgiAyAxIfBBGGhx56KKRVucy2bdvQrVs3W45/1lln4Z133sH//vc/OBwOnHDCCXjuuedwyimn2HI8I3788UeMGTMm7GteeOEFTJo0KeJ7vfnmm7p28kbMnTs3pEkeQRCZRdQxH9999x0efPBBLF26FHv37sXs2bNx3nnnAQAaGxtx++2349NPP8XWrVtRVFSEcePG4f7776e8biIt2bp1a8QS46NGjTItXpYJHDlyBEuXLg37mr59+6JDhw4R32vv3r1Yu3Zt2NeceOKJulLvBEFkHlGLj88++ww//PADTjzxRJx//vk68VFeXo4LL7wQv//97zFgwAAcOXIEU6dOhdfrNSwCRBAEQRBE8yOubBeHw6ETH0YsXrwYQ4cOxY4dO6iREEEQBEEQ9sd8lJeXw+FwhHRH5NTX1+saIPl8Phw+fBitW7eOuUARQRAEQRCJhTGGyspKdOzYMaSppYyt4qOurg633norLrvsMl1/AZEZM2ZEDOgjCIIgCCI92LVrFzp16hT2Nba5XRobG3HBBRdg9+7d+Pbbb03Fh2z5KC8vR5cuXbBr1y7TvyEIgiAIIrWoqKhA586dUVZWhqKiorCvtcXy0djYiIsvvhg7duzAN998E1ZEeDweeDyekMdbtGhB4oMgCIIg0gwrIRPKxQcXHps2bcLcuXPRunVr1YcgCIIgCCKNiVp8VFVVYfPmzdrv27Ztw4oVK9CqVSt06NABF154IZYtW4aPP/4YXq8XpaWlAKhqIUEQBEEQfqKO+fj2228Nqx1OnDgRd999N7p37274d1arFlZUVKCoqAjl5eXkdiEIgiCINCGa9Ttqy8fo0aMRTq9Qk1yCIAiCIMJBXW0JgiAIgkgoJD4IgiAIgkgoJD4IgiAIgkgoJD4IgiAIgkgoJD4IgiAIgkgoJD4IgiAIgkgoJD4IgiAIgkgoJD4IgiAIgkgoJD4s8s7S3Zi/6WCyT4MgCIIg0h5butpmGhv3VeKmt1cCALbfPz7JZ0MQBEEQ6Q1ZPixQWl6X7FMgCIIgiIyBxIcFnA5Hsk+BIAiCIDIGEh8WcJL2IBLAV+v24YMVe5J9GgRBELZDMR9WIPFB2AxjDL9/eQkAYESP1mjXIifJZ0QQBGEfZPmwgIPUB2EzXh/Tfq6oa0rimRAEQdgPiQ8LiG4Xxpj5CwkiRpoE8UFuPoIgMh0SHxZwCquBj7QHYQOi+HCR+iAIIsMh8WEBcSnwkeWDsAGvV7R8kPggCCKzIfFhAYewGHjJ9EHYQJPPp/3sJMsHQRAZDokPCzh0MR/JOw8icxFFLcUVEQSR6ZD4sIBoBie3C2EHjTrxkcQTIQiCSAAkPiwgWsG9tDIQNiDGfBAEQWQ6JD4sINb5YL4wLySIGBFjPsi6RhBEpkPiwwJizActDIQdeMntQhBEM4LEhwUc5HYhbKZRcLuQwCUIItMh8REltDAQdqCzfCTxPAiCIBIBiQ8LiHqDtAdhB2LMB6XaEgSR6ZD4iBIqMkbYQRPFfBAE0Ywg8REl5HYh7KBJF/ORxBMhCIJIACQ+LEBuF8Ju9DEfNMgIgshsSHxYQFwMyO1C2IE+5iOJJ0IQBJEASHxYQFwMyO1C2EETpdoSBNGMIPFhAXEpIMMHYQcUcEoQRHOCxEeU0K6UsAOqcEoQRHOCxIcFxLoLJD4IO9DFfFDAKUEQGQ6JDwvo3C7UWI6wAUq1JQiiOUHiwwIUcErYjd7tQmOMIIjMhsRHlJD4IOxADDglywdBEJkOiQ9L0MJA2ItX58+jQUYQRGZD4sMCorGDiowRdtDopWwXgiCaDyQ+LCCuBeSPJ+zAS24XgiCaESQ+ooQWBsIOmijglCCIZgSJDwtQtgthN2LMBwlcgiAyHRIfFtAVGaOVgbCBJupqSxBEM4LEhwWotwthN+K4IuMaQRCZDokPC5DbhbAdRtkuBEE0H0h8RImXVgbCBnwkcAmCaEaQ+LCA6IOnTATCDnRjLInnQRAEkQiiFh/fffcdzjnnHHTs2BEOhwPvv/++7nnGGO6880506NABubm5GDduHDZt2qTqfJODuCulxnKEDTBdzAfJD4IgMpuoxUd1dTUGDBiAxx9/3PD5f/3rX3j00Ufx1FNPYeHChcjPz8cZZ5yBurq6uE82WYhLAbldCDuggFOCIJoT7mj/4Mwzz8SZZ55p+BxjDDNnzsTtt9+Oc889FwDw8ssvo6SkBO+//z4uvfTS+M42BaBdKWEHercLjTGCIDIbpTEf27ZtQ2lpKcaNG6c9VlRUhGHDhmHBggWGf1NfX4+Kigrdv1RDn+2SvPMgMhhy7REE0YxQKj5KS0sBACUlJbrHS0pKtOdkZsyYgaKiIu1f586dVZ6SEsSdKDWWI+yAmfxMEASRiSQ922X69OkoLy/X/u3atSvZpxQC1fkg7ManayxHY4wgiMxGqfho3749AGDfvn26x/ft26c9J+PxeNCiRQvdv1SG1gXCDvSdk5N2GgRBEAlBqfjo3r072rdvjzlz5miPVVRUYOHChRgxYoTKQyUUXbYLuV0IG6BUW4IgmhNRZ7tUVVVh8+bN2u/btm3DihUr0KpVK3Tp0gXTpk3DP//5T/Tq1Qvdu3fHHXfcgY4dO+K8885Ted4JRddYjhYGwgbEcUUjjCCITCdq8bFkyRKMGTNG+/2GG24AAEycOBEvvvgibrnlFlRXV+Paa69FWVkZRo0ahc8//xw5OTnqzjrBkEmcSCQ0xgiCyHSiFh+jR48OaxZ2OBz4+9//jr///e9xnViqQkXGCDsg6xpBEM2JpGe7pAWU7ULYDKXaEgTRnCDxYQGxzgfFmxJ2oIv5IIFLEESGQ+LDAro6H6Q+CBvQZ7sk7zwIgiASAYkPC1CRMcJuxFFFY4wgiEyHxEeUkOGDsAOmc7sk8UQIgiASAIkPC+h2paQ+CBsg6xpBEM0JEh8WEHellGpL2IEu5iN5p0EQBJEQSHxYgMqrE3YjZlRRtgtBEJkOiY8oafLSwkCox0fZLgRBNCNIfFhAXAzI7ULYAbldCIJoTpD4sIQQ8+HzJfE8iExFX8iO5AdBEJkNiQ8L6CwfpD0IG6AiYwRBNCdIfEQJWT4IO2BUXp0giGYEiQ8LiEtBE2W7EDZAjeUIgmhOkPiwAPV2IeyGxhhBEM0JEh8WEIMByfJB2IGuq20Sz4MgCCIRkPiwgD7glJYGQj36xnJJOw2CIIiEQOIjSkh8ELagy3ahMUYQRGZD4sMCVF6dsBuq7UEQRHOCxIcFxJ0oxXwQdkBdbQmCaE6Q+IgSKq9O2IG+sVwST4QgCCIBkPiIEi81liNsQG/5SN55EARBJAISHxagxnKE3ei62lKyLUEQGQ6JDwswXWM5WhgIOyC3C0EQzQcSHxYQFwMKOCXsgFGqLUEQzQgSH1FCpa8JOxAzXGiIEYRaKusa8ZfXl+PjVb8k+1SIACQ+LKC3fFBXW0I9usZyJD4IQikfrdyLj1b+gj+/tpwsiykCiQ8LUJExwm4YBZwShG24XQ7t5037q5J4JgSHxIcFRKVM4oOwA+rtQhD24RB+nrfhQNLOgwhC4iNKSHwQdsD0EafJOxGCyEDqmoLu8u83H0zimRAcEh8W0LldaGEgbICKjBGEfdQ3erWfj1Q3JPFMCA6JDyuIAadU4ZSwAV15dYr5IAil1AuWj0YvJQ2kAiQ+LEBFxgi7EZOoaIgRhFpEywfN4akBiQ8LUHl1wm6osRxB2Ido+aBCkakBiY8oIdVM2AFVOCUI+9CLD3K7pAIkPiwgLgUU80HYATP5mSCI+KkT3C40h6cGJD4soM9EoIFLqEe0dpDlgyDUog84pfsrFSDxYQHRH0/+QsIOKNWWIOyjvkkMOCW3SypA4iNKqLEcYQfU24Ug7KOuUYj5IMtHSkDiwwL6xnI0cAn16Lva0hgjCJWIlg+aw1MDEh8WoMZyhN2Q3iAI+6hvpGyXVIPEhxVoV0rYjL6xHI0xglCJHHBKQd3Jh8RHlNCYJWyBBC5B2IbsaiEDdvIh8WEBfQ0GGrWEenyU7UIQtiEnClB/l+RD4sMC1O2csBtR1FJGFUGoRW6LQbF7yYfEhwV0BaCSeB5E5kIZVQRhH7Irk9Jtkw+JDwsw018IQg2i3qBdGUGoRbYmUsZL8iHxESUU80HYgWhdI8sHQahFdrvQPZZ8lIsPr9eLO+64A927d0dubi569uyJf/zjH2md2kQxH0QioZgPglCLbOiggNPk41b9hg888ACefPJJvPTSS+jbty+WLFmCyZMno6ioCNdff73qwyUE6jhK2I0+5oMmRoJQiRzzQa7N5KNcfPz4448499xzMX78eABAt27d8Prrr2PRokWqD5UwqOMoYTfi5EgTI0GoRb6nqLNt8lHudjnppJMwZ84cbNy4EQCwcuVKzJ8/H2eeeabh6+vr61FRUaH7l8rQukDYAZXwJwj7kG8puseSj3LLx2233YaKigr07t0bLpcLXq8X9957LyZMmGD4+hkzZuCee+5RfRoEkVZQwClB2IfsdqGYj+Sj3PLx1ltvYdasWXjttdewbNkyvPTSS3jooYfw0ksvGb5++vTpKC8v1/7t2rVL9SnFjexpIdcLoRpxSNGujCDUIt9TJPCTj3LLx80334zbbrsNl156KQCgf//+2LFjB2bMmIGJEyeGvN7j8cDj8ag+DaXI6bWMAQ5Hkk6GyEjEEUYTI0GoRc4g81JQd9JRbvmoqamB06l/W5fLBV8GXWxaGgjViNY0SrUlCLVwt0uWy79rpIDT5KPc8nHOOefg3nvvRZcuXdC3b18sX74c//nPf3DVVVepPlTCMHa7kOmDUAdZPgjCPniRsWyXE41eL7k2UwDl4uOxxx7DHXfcgeuuuw779+9Hx44d8Yc//AF33nmn6kMlDHmY0rAlVEOptgRhH9zw7slyobrBSwGnKYBy8VFYWIiZM2di5syZqt86aYRaPpJzHkTmQgGnBGEfXNy7nX6LNc3hyYd6u8QA9XchVEPigyDswyuJDzn1lkg8JD4sYJTtQhAq0df5IJMwQaiCMabN2W6Xf8kjfZ98SHxYgMQGYTdU4ZQg7GH3kVrtZ7eLLB+pAomPGKBxS6hG53ahAUYQyjj5X3O1n4MxH3SPJRsSHxaQByrFfBCqEceUl2oQEIQtuJ3kdkkVSHzEAIlmQjXiZEh1PgjCHrLI7ZIykPiwgDxOaeASqhGHFI0vgrAHl5btkuQTIUh8WIGKjBH2Q11tCUI1ssucZ7tQzEfyIfFhASoyRtiNqDco5oMg1NAgVTIlt0vqQOIjFmjcEorR1/mgAUYQKqht8Op+d/GAUyqlk3RIfFggpMgYqQ9CMbo6H7QrIwglVEviIxDyQZaPFIDEhwXI7ULYDZVXJwj11DY06X53Oqi3S6pA4sMCFHBK2I3c1ZYC4ggifqrryfKRqpD4iAFaGAjlhKRzJ+c0CCKTqJYsHw5HZqXazvl5H3Yeqkn2acSEO9knkBaEVDglCLXIY6rJ54PL6UrKuRBEplDXmLmWj3kbD+Dql5YAALbfPz7JZxM9ZPmwQIjbJf3HLZFiyJMhxX0QRPw0SWnrwZiP9L+/ftxyMNmnEBckPiwQEnBKtg9CMfIYI/FBEPEj30bODHK7NDSld74wiQ8LhIiNDBi4RGohjzESHwShAv195Mggt0ujl8RHsyP9hy2RashzIRUaI4j4IctH6kLiwwLUWI6wGxpjBKEe+TbiAaeZEPNB4qMZQAGnhN2EVNGlMUYQcSOL+KDlI/1vsMY07wFF4sMCoQGnBKEWsnwQhHrkuyiT6nzUC5aPK59fhJcXbE/eycQAiY8YyASTHZFayGIjEyZHgkg28lydSXU+xIDT7zYewJ0frE3i2UQPiQ8LkEmcsBt5SPlIfRBE3ITGfGRObxeK+WgOZMBAJVIbal5IEOoJifkIrHiZIO4bKNU286GAU8JOjNx4mWAWJohkI99GmRTzQXU+miFU4ZRQiZHOIPFBEPETmu1i/Hg6ku6fgcSHBeSdaZpfcyLFECeRYAXGJJ0MQWQQ8m2USb1djD5COn0uEh8WoFRbwk5EoeF2Zs7kSBDJJjTbJXPcLkYtGNIpDoTEhwVCYz4yYOQSKYNo+XAFxIeXxlhcvLxgO/42ezXdq82c0JgP///p7rIAjFsw1KdRBgyJjxhI/2HbPNhyoAp/fm0ZthyoSvaphIXpLB/+W9KXPnNISnLnB2vx2sKdmL85vduOE/Ehrs8XnNApoywfRgGn9Y3pM3GQ+LAApUGmJ2P/PQ8fr9qLuz9M7eI7RpaPTNiZpQJlNY3JPgUiifDkgFOOaYuHLjo+o3q7NBmUV69v8ibhTGKDxIcFQouMpf/AzXTEXUFlXVMSzyQyotAIxnwk62wyCyO/ONF84Jc/L8sFh8ORYb1dDCwf5HbJLCjgNP0Qb8LW+dlJPJPI6AJOXZkzOaYCJD6aOYH7iMd6ZHqdD3K7ZDi0LqQ+4qJT25japkims3wEYj5okCmBxEfzhl9+bvHIpDof5HZphlCRsdRHLJ9c05DaN6S4PgZjPpJ0MhmGUUYA0XzQhH1AdGRUbxcDy0c69Xsh8WEBKjKWfjTpxEf6xHy4qM6HUihluXmT0ZYPSrXNfKi3S/ohTi7V9alu+fCfq9NBFU5V402jokuEevht5OD/Z0jAqc/HDF2KJD4yjNCA0/QeuM0BcVdQWZfa6ZZM2J1lUjR+KkBul+YNE4S9///McGs2mhQCopiPDIfWhdRHjPmobvCmtBsjaPlwZJRZOBXIlO/xzcU7cdPbK9GUoZacA5X1tgQHayEfktsllecDKxgFmwKU7ZJxkKUj/RAnMq+PoS6Fb0qfNkFmVkBcKpApa/Wt767GO0t34+NVe5N9KspZsv0whtz7Na56cbHy9/ZJqbZOHtCd5uPCVHyQ2yWzoAqn6Ydsbm9K4dmGW2mcDkfG+KRTBW8KX/dYOFhVn+xTUM4LP24HAMzbeED5ewdjPvz3Vab0djFrIEdulwwjJOCULCEpjzy5pPIaFIz5EKPxk3c+6Y5oUs+0mI9MrFtipwvEl6ExH2abKbJ8ZDhpLpqbBfIkncopl/qYD24WTt3zTXXEry7TvsdME1OAvRsDJrg0gcyJ+WhsopiPZgGVV08/QsRHCk/aXsEvTQGn8ZPJlg+jktrpjp1jnQnCXvw/3e8vynZpNlBjuXRDFhupPNloE6TTkVG9J5KF+N2lsuiMBbNAw3TGXvHh/z/TertQwGkzQb430n3gNgdkN0sqL0JiFUayfMSP+N2l8nWPhUyz5AD2zqfBTLLMqnBqZgEjy0eGETpO03vgNgfSyfIhBsUFU21T93zTiUxbrDOxzoetlo/AXM0rnGZKKrup+GjuMR979uzBFVdcgdatWyM3Nxf9+/fHkiVL7DhUUkj3gdscCBEfKXxP8nNzOhzBOgQ0xmKGLB/pRSIsH5nW28VsHKST28Wt+g2PHDmCkSNHYsyYMfjss8/Qtm1bbNq0CS1btlR9qIQhp9am97BtHshZDumT7aJ/jIge8atL5eseC6lcryZWbM1IkoqMZUodnUYTkZFObhfl4uOBBx5A586d8cILL2iPde/e3fT19fX1qK8PFs6pqKhQfUpxQ0XG0g95Z5DKO2B9nQ+yfMSLzvKRYQGaFHAa7Xv7/w/NdrHtkAmhMQMsH8rdLh9++CEGDx6Miy66CO3atcOgQYPwzDPPmL5+xowZKCoq0v517txZ9SnFTUiRMVIfKY+8403lnU6wBLSDYj4U4Mswy4doGchMt4v9MR+cTKnzYRb709CcxcfWrVvx5JNPolevXvjiiy/wpz/9Cddffz1eeuklw9dPnz4d5eXl2r9du3apPiXlpPewbR6EuF1SeNLW3C7OzCn/nFQyLNVWFFCZGXBq/3tnnOXDNNslfcaHcreLz+fD4MGDcd999wEABg0ahDVr1uCpp57CxIkTQ17v8Xjg8XhUn4ZSyO2SfqST20WfapsZja+SiSjcMsFS4M10y4eNnym0zkfgmGk+iTea1vlIn5gP5ZaPDh064LjjjtM91qdPH+zcuVP1oRJGaMBpeg/c5oA8oaXyXMMo4FQp4neXCeXVdWKKYj6iInhvIfB/Zlk+WuZl6R5v1qm2I0eOxIYNG3SPbdy4EV27dlV9qMQREvSRlLMgoiDE8pHCi7lP2J1lSh2CZCJ+dZlQjjzjLR92JrsE/teKjAVWvPSP+fCf/6AuLTHnxlPx/KTBANJr06JcfPz1r3/FTz/9hPvuuw+bN2/Ga6+9hv/973+YMmWK6kMljfS5vM0X+SZMbbdL0PLBJ8lUFkupTqa5XcSPkImptrZ2tfXpU20zrbeL2+lAz7YFKMzxW0DS6WMpFx9DhgzB7Nmz8frrr6Nfv374xz/+gZkzZ2LChAmqD5UwQrNdknIaRBSkb4VT/WNE9IhfXSZYPkTXUSqL6FhJiOUjUOPUkSExVbzOR5bbv4Sn47yhPOAUAM4++2ycffbZdrx1UpAvKMV8pD7pFHAarPPhyBifdDIRb9dMiJHIdCuYnfemLyTmQ/94usLntyynXlSl01ih3i4WkCcwWhhSHznQMJUDD3V1PjLEJ51MxIWFLB+pTyK72iY6purxuZsx8v5vUFpep/R9ebZLlss/YbjS0KJD4sMCDdIERgtD6hNaZCxJJ2KBYKqtaBZO4RNOcXTiIwO+R2+GxbDI2Dmd8rmau10Sbfl48IsN2FNWi8e+2aT0fbmodru42yX9ihOS+LCAvHtKn8vbfJF3iKlsjtT3diG3S7zo3S5ptBU0QRzLmShK7UyN5u/m1Op8JCfgVNXHYozhgxV78PNefxuSLBd3u6g9TiKwJeYj0wjxG6fRBW6uhHa1Td2LxijgVCmZF3Aa/DmVRXSs6HrxMAZnwEqh9L2lCqeJDgVyKdrmz/l5P6a+sUL7PUuyfKTT+CDLhwVC3C6kPlKeEMtHCosPvrg4HA7Nd5tGc0jKkWlFucQFJZXHcazouhCrtnwILk0gKAIS7Z7g4iBeVu8p1/3udqVv/RISHxYIcbukz/VttqSn2yVzWn4nE12RsXSKwDPB24wCTlWPe62An5Rqm+jvUZX4cDv175PllAJO02h4kPiwAImP9CMk4DSF70p9bxf9Y0T06AJOm9L/i/RluOXDZ6Plg0tRzfKRJPHhcqoRHy6XJD4Cppx03LSQ+LCAPIGlz+VtvoR0tU3hm5IZBpym7vmmOqLpORMqgjYry4fiyxV0afr/5yIg0feXKvEhWz40twvftKTR+CDxYQHZdJtOfrXmipySmMr3pK63Sxr6blMNfcBp+n+POvGRgeNCF/Oh+PPx+DyHFHCaiPlAvIdVuV1cTv2SnS0FnKbyPCdD4sMC3O3Cx08aXd9mSzoWGRN7u6Tw6aY8ul4omZDtkmFdemWYjW4lUdgDibUQiBsgVdkuktdFsHykn8WUxIcFuNuFq8w0ur7NFnkHlcrmak18OCnVVgXid1fd4MWPmw8m8WziJ9O72oqfSfW4F1sXAEH3RyIsSPVNQeGrzPIhqRityFjg4XSaN0h8WIBbPrLd/OtKnwvcXAnp7ZLCN6Vhb5cMXGQShXypL392IbYeqErOyShAHAqZOC7sjGkJVjj140xgzEeDDeJDjvnIDrF8KDlMQiDxYQEuPjxusnykC165H08K35W63i5pOImkGkYLy6b96Sw+Mjvmo8lO8RH4X7N8JLAHSl2jN3geiq6bHLjqdlJ59YyGB6153C4AtDCkA+lk+dD3duGPpe75piPiQpBuZHq2i9dGt0tQ2Pt/dyYo1XZ/RR1Ouv8b7XdVPYYiZbuk0/gg8WEB2e1CFU5Tn5Dy6il8yai3i1qMFrADlfVJOBM1ZHpXWzEd2q4Kp1q2S2DFs3sz8twP23S/q/pcsuUjtM6HksMkBBIfEfD5mLaL5k18aFOa+oSk2qbwXWnU2yWdzKephtGlPlCVvuIj08uriyXwbbN8BH7ni7fd95dsoVDVY0gWH3IgLZA+cweJjwiINT6Clg8i1ZFTLFN50vYJu7N0TJlLNYwm3wMVaSw+MtjywRiTYj4Uv3/g/0RXOHVL9TjsOh4XHaImSZchQuIjAqIqD6bapsnVbcaEul1S85qt2VOO6e+tBiD3dknmWaU3Rt9dTUP6xnxkcsCpfK1sy3ZxJLa3SzAz0o+qYnfyaXPR4RCyadJFoJL4iIBoLpMHFJG6hAScpugN+ZfXl2s/63u7pOb5pgNGm4N0LrMuWgPS+GMYIl8X++p8+P8PlldXepgQsqRqYF5FF04e205Dy0d6zB20mkagIXDnOx1BU1qaXNtmjTyppeqOsaK2UftZDDhN0dNNC4y+unQus64vMpZZ6qPJa+8mwReMOAUgdn+1dzxkScXA5M8ZK/JpG8d8KDmU7ZD4iACftNwup1BePU2ubjNGvtlTNeC0KDdL+9nf24ViPuLF6Fqn86KtbzmfWW5fu1PiZcsHn8Ptj/nQWz5UVaaV1x4upsQiZukyd5D4iAAPXMxKQ2XZnOGTiztBZtZYKcoLig9yu6iBX+uj2xXg8ctPAJA5lg8gdcdyLIR8Nrt6u0BvIbD7/pLFhirxK78Nj2t1kNsl89AKQDmDTb/S5No2a/jNz+N0UjXmQ7R8+BijOh8K4LtDpyNYhCmdG8zJi0k6W3FkQtyjygd+cCwAiYv5kC2vytwu0u9OI8tHmgwPEh8REPPE+eVN9LqQqi6DVIZPalx8pOpuoMDj1n4+UtNAdT4UwITdLg/8S+eGbKHWgSSdiA2ExHwor/Ph/z/RFU4bpYukavzJ81gw1ZbcLhmHWCHPkYSF4b1luzHgni+xYMuhhB0zE+CTGk+PTlXLh3he5bWNCUsFzGTEkto8SDyd3S4h6ahpsrhYQR7ndqfa6rJCbLzHQiwfqmI+5GwXh/5/gMRHBhE02yXD8vHjlkOorG/C4u2HE3jU9IdPYp6sgPhI0RtS7HxZVtNIbhcFiF2CM8LtIi/QaSykZEJiIxR/tmDMhx8xK8TOOUEeb6rGn1m2i7g5Tpe5g8RHBIyqTyZSffBBm86TZzLgjZy45SNVXVcNwnUtr2mkgFMFiJYPnvKYzm6XdGqSGC1y/QtVZcg5/JvSYiOciXFPyI3k1Lld9L+LYirdqiOT+IiAmKqVjI6jfBA3ZNBuJxHwSY0vPqm69tQLlo/K+iaq86EAneUjMDmLFqZ0Q16gM8klF5oVYpfbxf+7K0GBmXyz2L1NPgB110xOtRVjPdJt40LiIwLBCxkMOU3kpeUmVtU7gkyHm289KZ7tIl/XZAjcTEPMdglaPtL3/rE7LiKZyG4W5ZYPQYiK/wP2WpB4jFFOlguAOst1aHn14OdJt9YMJD4iIBbICwacJu74fNIk8REdWsyH23/zp+Ji/uPmg1i+s0z73eN2UsyHAjSdoYv5SN8vNJPdLvbHfOgtH2K/N1vdLoH5OjdLsdsvpLx68GetemuaTB4kPiLADANOE3dx+aAl8REdqV7ngzGGy59dqP3ucTvxxrXDU8Z0+unqvXjxh21JPYdY4d+d2BIhne8fuwtxJRPZpaTaQiVmKwKy28X+bJfcbJfu93gJifkwcLukizZ1R35J80asGZAUy4fmdkmTEZUipHqdD/l0Zl0zDIO6tMTqPeWB55N3vj4fw3WzlgEATutdgi6t85J2LrEgBhlmRJ2PkCJj6ftZZELdLjZZPgK/67JdbPweeZ2PnIDlVVmFU5PGcoBQwyTF5jozyPIRAZ3bJQkxH3zHls47t2TgTfE6H/LZcJGk+W2TeLkPVNVrP6djrAQTFhw3j/lIY/Eup9am2liOh1C3i73ZLo4ExXzw8ZbDLR/K6nzof9fHfPj/T7WNlhkkPiIQNOEGLR+JNH14ye0SE40hbpdknk0osmWDn2cquF12H6nVfk7HdU5rieBwaD2Z5IqT6YS8cKXL4mKFRGe7AEHrh51fY5Ns+VDmdtG/j87ton2u9BgfJD4iIF7GJJT5CKbaNqXHgEoVvJL4SLUbUp5juYUmFQJOfykLio903GWL1kpu+WAsPT8LYNDbJY2tODKhdT5Uiw///2IFUL5g2+p20WI+7M22chh8rnQZ5iQ+IsAXLadTcLskNOaD3C6xwL83zfKRYuJDDlrm58knkGSKpdLyOu3ndBx3uvLqruDsbMdnYYzZLmoy2vIR0oBN7TXSl0rwwzNE7BUfesuHqmOZ9XYBxFTb9BgfJD4ioGvJnITeLnzQpqPvPZlolo9UjfkwsXykgt+2ttGr/ZyOwY2iqzRLyEW047Nc/8YKjJgxB5V1jcrfmyOP3XS8JmbIn0WuDBovwZiP4GOJqAQqZ7uosujIp6yvcOr/P9XmOjNIfEQkuItKRm8XLeCU3C5RwScx3tsl1XcDPDAtGLGevHMRd5+yWTydEHu7APa0KPho5S/YX1mPT1fvVf7enNAiY+l7TWTsDjgV22NwEuGe0CwfWaotH/rfHQaiKsWnOg0SHxEQK+Q5knBx+c3ZkIbm72SiFRlLE8tHfrY/651v1JPpdhF3n+mY4q3vaiu6Xez7LPU2lm+Xx246XhMzQut8KP5sQs0XDg/MtHNO4J+Diw9VLr+wAacpYDWNBhIfERC7ImpFXBJ4/CYqrx41oh8+VbNdzHy3qdAcStx9pmNwo1hYyiH0d7HTdVnfaN97y+edjtfEDLvLqwctH8HH+L2m+h4Tz70u4Los9Pg3FXYJHadBtkuK7bNMIfERATFVyyE9lgiovHr0iLunVM12MTubZNf5YIxphc6A9Iw1Cqba+v9PRIn1+iZv5BfFiHzrp3PasExIPIvqbBfNbW6vhWBPWS363vkFpr+3GgBQ2+AfDy1y/eKjyceUzEFyVVbDImNpoj5IfETAJ+2igORUOM2k3Y7diDefFnCaauLD5HySbTp99vtt+GnrYe33dBx3clXLrASUWLeza25IV9s0vCZmhLaeV2z5CLydYPiwZZF+7vttaPD68PqinQCA6oYmAEBhTpb2GhXHk9/BKOA01TZaZpD4iICmnJHc3i4U82Ed8SbPStXeLiaPJzto7PFvN+t+T0fLBzTLh/+7dCegxLq9MR/639PympjglT6cXeXVxUVac7so/BrFmBIAqOGWD0F8qBh/IeXVDbN44j5MQiDxEQmDgNNEXlyq8xE94g3Kd72pFoRldjrJtnyIAWxAeqZ1BgNOufiw3/Jhr/iwd4FOJvZnuwTTrjl29EAR3R+MsRC3C6DmXgpXXt1pUyyLXZD4iIAYsJSMroHcLJlJE47diPc43/WmnOXDZBAlu1CQU9rCpafbxf8/n5d5ifV0jfmQF61vNxyw7ViJJiSTR/F9yt9fv0j7/1d5j4mavcHr066ZzvKhQFjJ84aTsl0yFzFgKRmZCFpvFxt3VpmGeIPyXW+qWarNLR/JNZ26JfGRjhY3fs8GA07tLXEN2JvtIs837y7bjXeW7rbteIkkUXU+dG4XLahbofgQokq41QMACnPUWj7kt3AZBJym2lxnBomPCIiptlpvlwSJDzFlNJMi3O1GvEH5rjflAk5NHk920JhTcrukmsXICmJjOSBo/VLfNyT4fna6XYwsNo/O2WTb8RIJ/2wum6xTfPy6hJXOjjofomavDoiPbLcTbpczmOqt4LPJ8YbicZNtNY0W28XH/fffD4fDgWnTptl9KFvQpdomOBhQnCzJ7WIdcVKxK6c/XsSF6+nfnaj9nGzLh1OaEVSbwROB3MmUx/0oT+MU3s7eVNvQ87ajWmsy8GrdXwNxOYrHmxz/A9hT4VQU7bWBTJe8QNXiYMBz/NcstMIpuV0MWbx4MZ5++mkcf/zxdh7GVvhldDocwsVNzLHFScfrs7+BVaYgLj7ByPbU+u7Eszmjb3vt52T3dnFL6iMdFzmtyBgky4di66E3QZYPI6udQ7JQpStyJVDlbhdu+TAIOFV5j+ksH/V+IcqrFrsVit9wp8znujTRHvaJj6qqKkyYMAHPPPMMWrZsaddhbEdcyBId8yFPlunof08Gmp/X4QiaWFPsjvRJu3NO0i0f0vmko+Bt0kzt+mwX1ZYPcR6wt86HPoYF0Pv605lQ8aHY7WKQamtLeXXhRn52/jYAwaZyKlO9w7ljuSBNl3vWNvExZcoUjB8/HuPGjQv7uvr6elRUVOj+pRL6Us38scRcXLmYUDqmPSYDMb3Opd2QyTwjA4RYIpHg7iVJqbYhAafpN+Z8kvgIZrvYU8AKsLflAl+Q3ULgQoZoD+2z8QaQqjcJ/JKLbhH+NapcpMXLseNQNYDgeFNZ3j/cGaeb28Ud+SXR88Ybb2DZsmVYvHhxxNfOmDED99xzjx2noQR9b5fAwpCgY4dYPpp8gCdBB09jfGnkdpHN5/zXZO1eXBngdpF3u0G3iz27asBesciPo6vSmSHqg8d8eNwBy4fia8QMLB85gWOpjNMRxQ0X7Hf9pq/u2CqsOuHmsWRbTaNFueVj165dmDp1KmbNmoWcnJyIr58+fTrKy8u1f7t27VJ9SnGhDzj1P5YoZWl306VMRexEbEdBIRUwQdSKJLuxnEuaEdLR2uaV/PxZmtvFngJW/p+VvrUO/nmM2qenO3x8edw8Jd4egShqNe4OqW1UKT6CP/Nxxj+TFvNhQ6qt0TmkS3l15ZaPpUuXYv/+/TjhhBO0x7xeL7777jv897//RX19PVwul/acx+OBx5O623kx4JQHsCUj4BSgEutW8QkTTspmu2i1KPSLSLLLq4dWOE2/MafFSHDLh01pnOJCaeeEzxctsZZEuiwwkdDcLm51C7SIPBYAIDcQX1LToFB8OEXLh/+e4X2lgoUOVbhdMsfyoVx8jB07FqtXr9Y9NnnyZPTu3Ru33nqrTnikA0wweSa6wqls6UhH/3syEOs8aH7QFLsjtdMJCTjlzyfnfDOhwilfcNxSwKnybBdhTNk5vPjY1e2uU2w8x4pm+QgIAhULtIhRtotm+VAoPkR48DG3uPFxqGL+DjctpKqV1wzl4qOwsBD9+vXTPZafn4/WrVuHPJ4O6Ez4CQ4GtLv6X6YimqlTNduFGfjxASSlf5BIJvR2CRaW4m4XmywfTPw5AZYP4dqkoyg0IhjzYU8DSKNsF275qFPqdhHqfATel1s8uNtFSVfbMOOMh2uli1WMKpxGQNyhJjvmg9wu1hCDzIKllJN5RqEEs6j0j6ee5SPFvjgLhAScOu1pLCdeIzvFgM8XKlQzJf6LC6tsm8SH3OcHCFo+lLpdhPevazR2u6i4ZuFjPlLTxWyGLdkuMt9++20iDmMLWm8XIOExH7K/ndwu1hDdLnwBStXcd4dk+0i1mI90rHAqWz5U1lkQESd5O8cXnwfES5Oq4zla+OfQLB+KB76cdg0ELR9qA06NLB96t4sSy0eYmA9Him60zCDLRwT0mRP6x+xGFhuZstuxG7Gkcqr6QYPjSv94sncvfKHmpKXlQ+pkGiyvbl/Mh529l7wGbpdMmQsatYDTQMyHXUXGHKHiQ6XbxSj5iLv7tFRbm7NdXEm2mkYLiY8IiDUjEr0whLSbps62ljDMdkmxnaJRzwn/7/rnk41K03SikANOs9zqAv5ERL1hpyXCSDinYyyOESExHwrHPWMsKPJFy4cNbhcjuNtF5RwUNuYjzdwuJD4sItb5SFjAqZztkiETjt0YWatS7YY0SXZJerqcvIiW1zYm50TiIDTVlqdxpmfMh5E1IFMCToPZLupjPsS3sjvbxWh64W4XldbXcG+R7GD1aCHxEQGxVLfW1TZBx5bFBlk+rCFaPmzp46AATcDKbpckR6zzxaBHm3wAQEVdU1LOIx5kU7td2S7iYmJnPRSjoEk73TyJRIv5cKmv8yHe804Dt4vKmA+jzY3sdlExB4XbRKXqRssMEh8REK9joi+unPOeKX5euxF95Ha0z1ZBqlo+uGl4TO92AICKdLR8aL1QpDofisWHKBDtFLdG8w1jqedKjIVgbxde50Ol5UMQH8JKZ0fMh9FpZ8luF5stH8meO6KFxEcEjEp1J+riypMlpdpaQ+tq60zdbBcjXzSQ/N0L33m2ys8GkKbiQ7BWAkJjOeVFxoI/2xmDwd/6pl8dq3s8E6wfTTbW+RDfS8x24S6eeoWWZGPLh/84KrNQwgacpmh8mxkkPiIgBpzy4Zu4mA852yU9BlWyYUZulxQzRUYqMpYsscSP2zIvID7qGtOmaBGHT74hFU5Vu12Ea6Q6S0OEz0FDu7fCktuDXcIzIe4jJNVWpfgQLR+6rrY2xJdI7yUGu/MsFCUxH4LT/+nfnah7LtWC1SNB4iMConk8WOE0MceWd2rpmPaYDHR1PhypuRvQxpWU7cLPN1nzR9DykQXAv2Cr9I0nAv4ZnHKdDxuLjNlphRDjzopys7THM0F8BBvLqXe7MOGSiOJDZd0NjvxWbqFDo9psF///t4/vgzP6ttc9R26XDIMJN36yK5xSzIc1dOnRTv1jqUKqdrXlE2RhTpY2aVbU2hd0Wl7TiP98uQFbD1Qpe89gwKn/9yyFXUVFElVkTOzt4hbcB+nY9E+Gz3HZNqTaiu8lul1U1t3gyPdrtiA+VGa7WAk4TRdLJYmPCIhlsJPf1TY9BlWyEXeK4m4glW5KrXKupD6SbTrlC5rL6dAmUDtF790frcWj32zGOY/NV/ae3AXisqG8tYh4eyYi5oNn3NmxeCYLbjHKCQSBqgyk1We7BB+3x/Khfy+xWJ8dlg+5GzYQtPSl2kbLDBIfERDN44kOBpRNuWT5sIZ4g4r5/ak0VwdFrRRw6kyu6VQs0GXHJC2zaNthAEC1wpoLcqptjpbdYF+FU8bs+574fBPsVWOPmEoG/DPkZAWXIlWiSky5dziMLB/2BZxmiZYPG1JtjSqqahaWNBkWJD4ioF1sCGozUTEfstuF6nxYwqirrfh4KiCOK5Fkm07FpmzOBOywRXO4KuSA0zytoqVa95G84NjlBpEXHL6wZULMR2OT/zNwgQio29zJoo2jdZlV+P3Jt4jodnFpbpf4j8PfwtDyQQGnmYXO7ZLomA+5yFgKLZ6pjDjpiBNPKt2U5l1tk2z54DUynM6EWD7sEB9ywGl+tr9/pkrrChBqRrfP8uH/n4+NTHK7cMGWK4gPVZ/LqCcOkJiYDyO3i4oNBbNg+Ugl93I4SHxEQFSaiS5fG1JePV3saUnGzO2SSpYPjtzVNvkxH3zhtsc8LWOD9hDEp//3PE/A8lGv1vIhBxDaJQaCAadSxdYMCDhtCFhzeclzQN19yr8euVMzFwZKM2uktxLdLvzwSrramrhrxcdScJozhMRHBESlqZnEE3TsEMsHuV0sYdRYDkitnWIkywdLUoAs/+5Ey4eda5wdlg8+yfN6DtzyobqRmHx57HKDaOM5MFtrvWoywe0S+Aw5bvXiw2vidrHD8iGfs5iVFHS7qIv5MLptuN5JxU2WESQ+IiAqzUSnQVKqbWz4hGuWJZg/U6lOCs92kX234u/JMH40+YITtjMhlg/73C580s8PWD6qFcd8yJO8fTEf/v/5d8V37plQ8ZjPaZ4sp1ILgfg+8kKdiGyXjsW52s8qs120uS0kWozcLhmHPuDU/1jCKpxKkxml2lpDjnJPxRLrZqciTpTJcL1oaaoJynYRd6X1TWosEz6ffsebxy0f9WotH/JO1o7vSVyw+OLCq4E2pLkl1OdjmlDMcqmPMdJqNJlaPtR9f/KtOqJHa+3nYLaLuuMYWT6SHS8WLSQ+IqDzsSms0W8FuRx0Ku3cUxmxMBwQnGxSKWDXLHBM9OUm43T5YuBOQF+cDaWVWPtLhfZ7tSJx0CSJD+52afD6lC7Y8ibEDjeIKEBdmvjwW3JU9iZJBmIpAbcraFlWJQrklGvtWHaUV5fGQs92+drPKt0u4QJOkx0vFi0kPiIQDDgVYz4Sc3G9QsEngNwuVuFfU0hjsRT6/vgICo35CP6cFMuHQaaQXeLjno/W6n6vqlPjFpEDTsVgxlqV9USk4WRHTJH4lo7A5+GN0dLd8iFurrJd6mOMNLdLEmI+PEIMi9IiY4H/jQJOyfKRYTCd2yWxF5ffnHmBNDRqLGcNuS4C77OQkgGnku822TEfXp8oPuz93uTFU1UPGTngNNvt1OouqIz7kMXhvoo6Ze9tdAw+NvhnUeWmShbiZiDL5VQeY2Sa7SL06FJVTVV+myyby6sbRUppIocsH5mBmLbp0B5LbMwH37llQoBZIjCrCJla2QHGwXCi+Eh0J17GmE58aD54m86jpChH93udavEhfJdauq1K8SGtOPd8tE7Ze2vH0IkP//+ewGakXnHF1kTD5zOeleZWvHiaFRlziUHoiuNLOLxXDaC2+Fe48uqa2yWFNlnhIPERAV9wi6pLg0wEfBLl4iOV3AapjHyD2tXbIx7EjBwR8ddE72DEOcstZLvY1S5eTK8E1IsPpzC7Ba0F6saALMoOVdUre2+OeE1CAk5TaDzHArfkciuBakub1yQ+QkyDVVZTJExjObXZLqFjm0NulwxD87Eh8V1t+c2ZS26XqAhxu9gQYBYvkbraAvqW4IlANHc7hZ2oXW6XaqnoV50iYRDsTxOc3rK0Jnkqgwz9/3dtnQcAOFzdYEPzOgO3S0B81CsSa8mC1y3K1sSH/3F1RcZMLB82dAYOKa8uWj5syHYxTrXl55I681w4SHxEQExtSnzMh3+05pHbJSrM6iKkUkVIZqI+klkOXpz0E5HtIsdfKLN8SAGngD3pqXxx69QyF7lZLjT5GHYerlH2/uIxAMHt4lZvxUkGfH7j96fqTYKR+008jspjyVYNjyA+XNq6oSLg1Dzbhep8ZBjiLjrxlg//zZnvcet+J8IjVwEMdgFNnZsyaFHTk8xsF3EidjkdSlMEjaiSLR82BZwCouVDodtFOE6HYn/8yv4Kta4XcU3jYjBTUm2f+X4rgOB9yS+XareLnO0i/qq6gy7Htq62gUseLtsl0bFisULiwyJOocJpotCyXbK52yW9J5tEIffCSGW3izymxKJoibZ06S0fTqEHhj3nwVNreTt1OwNOs22IkxBFbpt8DwDgULVq8RG8Jg455iPNxcdbS3YDCIpQfp+qCpg0K8jlcKgvoBfO7aK0zodJoLr/MYr5yCj4jZBMywev0Jha2Rqx8cjXm/DUvC22HkMO5kzFgNNwxYKKc7MAAGU1jYk8Jd0uUOyLY9e44zEfbQr8C3edouwNo4BTXmZfqdtFKGLVuiAbgD/uQyVBIR18LOh2Se+YDxnV9Te80ibEzmOFBJyK4iPwo/3l1f3/k9slQxD2HcGugQlaw5oky0e6x3wcqW7Aw19vxP2frUdFnX0Lq1xkSqvzkULiTQxklinO84uPIzVqF7JIiGm2DqEjsF1im+94W2viQ63lwzjgVKX48P/vdAbFx8EqxeIjcAwxFigTYj6MRCD/XGWKxr1ZYzlA6O+iaE4Il+2i0u0i3qMy/DgpFNoWFhIfEdAHnAYeS1CF0wYp4DSVdu7RwBjD9oPVuvPfb0NBJvF4gOh2sTdrIxbMutoCQKt8/0J2pDqxlg95YrOjEqR4rMqA+GjfQq3lI1hePfhYtg2uCrFxWSvudlGcbhuMORPERwbU+TASGIO6FAMAfth8SMkxzLJdxMdUFzTjiA0tVbpD+PgVA1o5WmM+snxkBmLAabKyXXIDbpfGpvQYVDL/+mIDRj/0LR6Zs0l7rLRcfU0ETki2SwK6s0ZLOAFbnBcQH8myfEjuKjtiZcprGzUB1r6FP1izTpEbgbsjxBLX2TYGnLqdTrQOCMZDyi0foW4X/lnS2RJ6yMA9Nay7vxnb2l/KlRwjnNuFp3W/v3yPkmPJlg9RLKq0IPLxKwa02nGcREDiIwKieTzhXW0DJsH8NLd8PPmtP8Zj1sKd2mN7y2ttO55c54PfqOkQcAoALfN4zEdixYfYVA4Qoudt+N54bEShx61lc6lwuzDGNAtKTlZQfGRpC7a6zyL2DuGFAFXHYXC97NRZPtI/5uOIgfjg7sYaRf13eMB+tsFCzS0Ij36zWcmxwt0iKt0u/LyzDSwfiS6CGS8kPiLAdDuPJNX5yMBU29Jy+9wusuUj2Jgvde5KWSCJtMznwYtJcru49BYjO8QHF1Yt87M1kaBCfIhxEDyLBrDX7eJ2OgTLitrvSgxq5WgxH2nsdimvDY7tN64dDiAYWK+q/06D1z+estz2ZymG25C6FLpD6sOID+pqm2EEffOJt3xoMR8ZWOF0/b5K296bSaZq7n9NpfL0mkXNSHwE3C6JtnzIbhc7G8sdCWTytMzLElJt478+ooAxsnwodbsIsUV2iBvAWKTmKl6kkwGf207q2RrDe/jdLfm8/069IstHk7nlQzXhhIXK8upBt4t5nY8UMvCGhcRHBMSKcom+uHK2i92Wj73ltXh87mbl6YJGfLJqLz5YocbfKiP7eu0MnIyZMClzrZIU88FjYoIBp/7H7bB88M9WnJetVBhwAeNyOnR+cbstH1k2xWEEe3kEx0lhjl98VNalr/jgc5tbuEb5ikVVvdfcSqCahLldvOYBpypFTiIg8REBMa/akWDLRzDgNNBYzsdsPfaEZxfiwS824NZ3V9l2DJG7Plxry/uKKZCAmGqbSpaPMHU+Ar7vwwmu88HjC9xOveXDDvFRETC7F+VmKU2F5paPHGlyzrah1osY85FlUy0ZLdVWGCgtMkF8BAab2OSNb7LqGn2K4yNcEV4ZP+HdLuoCQbXP5Ar9TNTbJcMQUyKTlu0imI/t3L1vPVANAPh+0wHbjiHSrXW+Le8rZwhkpaDlQ3TnyfBU28QHnAZanHPRZuP31iDsSlVeH54xI7pcANhimQimJtuTTQMYp9oW5vjFaaWNtXJkVG965OBmINhGAgBqFFg/GqTGdXYSbsFXuW5obheDOBYHZbtkFmL8gGb5SFCdj2B5dbfwmD27d7HoV26W/TsFAOjVrsCW95XrfNgZuxArQYtaKFqqbQLcXyJeaUEINpZTP+aahHbqKmsuGGW6AHa7XZza+ysPONWyXYKPiW6XRFhhN++vwsC/f4X/frMp8ostIl5/jsft1D6nioyXcJkhqhEtNY9eNkj3nCq3i8/HwmbwUMxHhhEMDAz2dklUuQjZ7eJ/zJ6Rdes7QVdLosSHXZOCXF49JQNOw2S7cMtHRV1TQs/ZrMiYHafQJATOZdngdvFk6ceW3QGnmmXFpoBTp87t4rd8NPkY5m8+aLsFZPp7q1Be24iHvtyo7D35dRALgDkcjmDcR338lo/GMPERx5YUxv3+InzOefzyE/CbAR11z2nl1eMUiqLVzjjVNnCcNFEfJD4iIC4SyertIooPuxajz9aUaj+Lx7MTu8qdh3S11fzxqXNTBuvHhFKUm6WNtSMJjPuQy5K7bbR8NArHUmn5qA2ID1lAa5YJhYX6+CTvdtkfcOqSYiP47797bhGufmmJ0mPKbN5fpfw9vcJ3J5LHM15UWD7CZIY8O3EwAHUuGaZdp9DnVNXLEYWzUZExrbw6uV0yAzHgNJFdbRkLmtg8bmdCMzYSJT4abTIhhVY4Td0iY0YxHy6nQ6uYub/SvnooMnxs8UnMaeOYa2wSLR/cMqWgDkKjccyHHVVBte/L4UC2296AU3GYOBwO3VhetO2w0mPK2CGA+XeX5dQvQSotH+HcLnx8NPp8SlxXsrVVxKXI7SJa1cjt0gwQA04TafkQJ/wsp1PbhSai0JhKt0u4G9suMSB3AtW+Oxv9ZT9uOYjh983BnJ/3WfwL/TnKtCv0lxzfX2lfGXoZOebDziJj2uLjciqNyQnGfEjZLoEFqFZR9UxADjgNLGaK3S7hSoSnM5rbRbJK8KBTFZaP+jCZIXzxZkxtwzfDDrqKAkFFS47TYOKgbJcMQzThJ1JZ6kxsbrV+cSM6t8rVflY50YVzddjudgncjVoFTYULj8zlzyxEaUWdZRN4uNbYANAu0GzNzgZ8MuYxHzZYPgLj2+1yaKb3eN0udY1evLbIX8I/R0qv7FDkF3O7y2riOoZI8PtyatkHqt0uzMDtAgD/vXyQ0cvTBq9m+ZDcLgGrq4paH+EsH6K7R4U7ts7E3QeoCzjlLkMjlwuQfuXV3ZFfQgCBOh+BnxOhLMUbIsvlVDZBmyEKgTqFu7faMCWz7bLiyG6XFrn+YV6RQnURtCFkavng4iMxlo+XftyOlxZsByCIDxt7u4jZDtz0Hq8YfXreVs0FkSO5Dru38ad1bz9YA8aYoXk8WrSW7ULAaaOXKXt/wNjtAgBn9G2v5P2TRaNBkTFAsHwoqHIqpnPLiAt4g9eHXMRn7eViicesiGj3UZy3ES8Xbxaor3W1TRO/C1k+IiCm2mqmrgRbPtxOhxa3YFfQZIXQa6FeQY8NTjiBYVf8ihYkHPi9KNefHSD2k0g2WpExk+e52+WA1KL9l7Ja/G32amxSWJ6eMYa7Plyr1XnRxIeNgbqa5cPpUBbPNGd90OVVEvj+OJ1b5cHhAKrqm3BQUedZo4BTQO33ZWbOz3I5tYaT4rmkC03C9RdRafloDGP5yNJZPuLfBHGxlJ8dup/nYS3xxpbUa3FSxsu2iwJOMwvtnhZ6uyTG8hH07zkcaoPyZJq8PlQLLgkVDb44Rjc298fbJT7kXVVKig+THS1H65Iq9TuZ8toyvLZwJ85/4kdl5yL3VOELAm9Jb0frdi3bxeVUlgrN66MAwFEtc3XP5WS50Do/YE1SFMQrBpyK6ZwqLXpynyKRb28eo/1cZVOfF3nBVFVXpEkQbiJ88VaZ7eIxWKxVz6ma5cMgWN+lyLIXrsYHkH5uFxIfEdDvUBMX8yEX4eE3qR0LQZUUWa6iwRfHKLWRF02zK22Yu6Z4Se0WCRQfVmuX8G/FLL7GrGLm8p1lAIBKBdkAnMp6/ffi0sQH756qPlaGX/tslzrLR8tAWXog6LYSKQiYxFUFnfqEgFO95UPduJZdiCJtCz3aeKuwaWzL10TV/BMsr66/X7jbQmW2i1lX26A1Ob7P5PUxbc4Uq7RyeKl/Xn03VvjnMapbAlDAacbBhJs/6HWx/+I2SGbJoF9c/YJdUSuJjzhvEhGjyYrvDuwKOA0GMybe8mE1UyhckTEgaBauF74/65k00VElxcK4pEDdesUZHIDeOqUqmFoMMuXXXCRX4a4aCC7MrkCtEj4/qCw0ZlRkTMTuPi/ytVc1FrTGck4bLR9hsl2A4D0Wr6ASS8EbWT74Zite0VvfFCnmg9wuGYUY8JXICqeNUrCUNkHb0eRLqpBot9tF69Jr0xcZXNj81ys1xYf/f7NslyytKFbwO7KrmJS8cLlly4dCMcoRG4upsnyIwc0jj24T8jyPkVDRNwQQA079v9vSP0bL3DJ+PtjnxSbxIc0FquYGs4BTlZaPSF1tgyXx47teXFQ4HcZWCe5Cjfcz8b83sq74j68msDVRKBcfM2bMwJAhQ1BYWIh27drhvPPOw4YNG1QfJoGEptomop+CmdvFjgwRLj54N9W6RjWFdwDj8+U3j12Wj6BJX2/5aGjyKRVWRlgt0Bauqy1gTzlwM2S3W4jbxRbLRzB4LktRJhcXFfef3z8kNRUA8jy8gJVit0vgWmULGS+qYEJGjRFBy4c9wloWUqPunxuyWYkFXjVXrj5qi+XDRHyosrjxeLn8bLdhllM+d/fFOfdU8aBWE/HBdVyiuq7Hi3LxMW/ePEyZMgU//fQTvvrqKzQ2NuJXv/oVqqurVR8qIfD50OFwCEXG7D+u5nYJ3Jwq247LcLeL6CdXteAYLZ4FXHzYHXAaWIDECHQVOyoZ0cxu5o+ViTQ/yAuZHefNkXfNmvjg9VEUxgBxGgVxrVWgjXcRCEzOZgIwL0ut5UNzuwQmBlU7aRFx/jGCWz5UCAIj5IDnBq8PKwJxR/HQqLmsbMx2kTYhMqosVfzeNEqzBYC8LHfgfFhcLjl+nAKT46Sb20V5nY/PP/9c9/uLL76Idu3aYenSpTjllFNUH852xPiORHa1bZTSqoJtx9UvBHzX1K4wBxv3+fs41Df6QkpUx0KDQcBpvs0Bp8G20/7vzul0ICfLibpGH2oavGit+HjijsZywGmYQEIgdGIstbHYmLxr5tH5trpdBHHNF6B43XA1jebpjoDaviGAPuAUCF57ecGOB2+YbBdA3+HWDow2ISoWtyYpLovD4yOU1PmIYPnQrMlxbrRqGsKPO1EM1zZ4Y26oyS2UZsdJdOPTeLG9yFh5eTkAoFWrVobP19fXo74+WMugoqLC7lOKCn3AaQKzXXz6tCo7m6Px4lut8rPhdPg/X12TF0UIDdqLFkPLR469lg+jvhG5WS7UNfriNn0aEYsrx2cx4HTx9sPw+hhKy0PFR12jV4lAlN0ubjng1AbLR7C8urrqvTURdqBa3xAbAk4BoZKuQrFmVuGUY7/4CP0sKqyiZhVOeRq+CsEbDDg1iflQ5CbjljSzezHb7XctNnoZqhuaUJQX27waOebD/3+6WD5sDTj1+XyYNm0aRo4ciX79+hm+ZsaMGSgqKtL+de7c2c5Tihox4FSzfCTg4spul2DAqR3ZLv6db4tcd3ACVRZYZu52sSueIWj5CE5seYozHUTEKHarE1mEAqea1YYx4NqXlxiKjxvfWhnNaZoiu3S4yLYz5oMvDPqutiyue4tf27xIlg9FLqxgx1n/7/zeUdk/JlzDMgBowd0uNgVTG117FeOB3yeyqOK1ZVQcI1yFU/+xAimwcc51/FzlfkIiuVnxW92CbpcIlg8SH8CUKVOwZs0avPHGG6avmT59OsrLy7V/u3btsvOUooYZBJwmpLeL5HbRmqMpbAnO4bumwpwsQXzYF/PB/bp2lQEOVs8ULB/Z6hcGjmhNsSyoIiwq4m5tzvr92GBQ0fST1Xutn2QY5AmRXx873C5NXh9qG7y6xnJi0GE8Y4LvQPNNYz7UWj68IZaPQPM6hdY1X0S3C4/5sMfywUXisSWFGHNsWwBq6r40+fTzG8eTpU7wRnK7qKr/E+k4gNgwL/brFDngVE3WWKKwze3y5z//GR9//DG+++47dOrUyfR1Ho8HHk9oQaBUQUyJdCbQ8iFOzkDQN2pHeiq/IQo87mBBHEUTaIOBJYC7XewqFd8oZQoBwQW1tlH9JC0uNlbjWCKVV5cn5XW/2OeOlBfLVvn+SqEeG+p8nPPfH7DlQJWWgZQlxHwA/nHvjtGTxEVFnsnkrGUd2BRwmqvYaghE7mpbaHO2CxeeniynUqtEk5QOz1FZ2C6SKOAVccviFB/8+/CEGbi52SotH+buHUBtnRk7US4+GGP4y1/+gtmzZ+Pbb79F9+7dVR8ioTQJUdmORFo+hPLq4v92ZLsEbx6nereLwY0QzHaxq0leaBqfCrOnGXWxuF0iWT6kCXPLgarYTs4C8rVuXeCflHOEycznY4ZtvKPl571+EXWg0h/nJRYZA2LftTV5fdqkm2fie89THPMhB5zaIT7mbTgAwFx8tMz3i7j9lfY0IOTxPh63U6lVQiuvbpPbhTEWdLuYxHwUJ9LykR2/5SNYwt142eafs9mKjylTpuC1117DBx98gMLCQpSWlgIAioqKkJubG+GvUw8+MItysxLa1bYhxO1iX90HbXfjdgbTK21MtQ1muySmtwsQtHzYEvMRg9vFrFspR65/sNcg5kMVsitKtnwAfv95jjO+4FYjl4q/aaLgdolxTNQI18A04FTLdlFs+ZADThUG6L63fA8AYP7mg4bPH9ehCACwZk85vD5mGpgaK0t3HAHgtxKodMM1GbhGAXVxRuImwNzyERAfNfE1GhTnTzO0QNo4xsahQEPEYpOAVX4MO1pw2IHymI8nn3wS5eXlGD16NDp06KD9e/PNN1UfKiHwgVmclxXcfVicH/dX1MWcfy+7XeyscFrXGDQb8gGszPJhcL75Nls+ZKsRoK7EsRE6t4vF6xPJ7WK2W7MDWZC1CpijxclURcaL0aKV5XLqFsxY3Yo8NdPtdJh+d9wyoazImFnAqc2F7ESObleAAo8bNQ1ebN6v3jr2zfr9AIALTugUtEooGAtmjeU8irJdxAXYTBRw11+8bhcrlo94a4owxrDzcA0AoEurPMPX8DLydmSn2YEtbpdMgg/M4rysqAJ6jlQ3YOh9cwAA2+8fH/Vx5QWU35R2LJ6iX5f3x0iI20Wx5WPX4Ro88/1WbDvoL2gnmvNzbHS76LJdLO7YInW1NWubbQchMR8Bt4s70K/Ex/gYiS/12sgi4A50bXY7HWjysZjHBLdm5Ga7TF1ZXPSquodMA05tGGNXDO9i+LjL6UD7ohxs3l+FQ9X1AAqVHpcHsnZplYclCrOfgr1dZMtHoPWCl8VlySkTrBlm95IW81GjRnyEi/nIijOt90hNo5YS39lEfHjSzPJhe52PdIcPzKLc7KhKXv9cGl+AoBw0yXejR+I0ERphZPlQpZ6Ny6sHGssFUivNFotouerFxdgk7P4MA05taD0uCjWrO/dgqm343i6JQBaaHVr43aMOhwO5WS5UN3iV7OaNBC3ffbq4+IjV8hGh0BOgtnomIIgPOeBUYXZQoceNyvomXD2qh+lr8hWXjRcR0ztVWSXE95CtBaKVoqHJZ7ldgcxZj3yv/WwmYFRZPsSYOTPibZfArR7tW+SY1xMJHMPrY2jy+kIKuKUaqX12ScbrY7q+J/xGafIxLdjMDhq9Pmze70+t1MRHwA9/qFq9+NBZPhRPoOHqfABq3UibJLOzGEuQuJgPi58nQsMwOebDTmRhIRZBUtkPRRYf2S4nWgfGdbyFxrQaHybxHoD6Wi9aJorkdqlTOMYaDFyIMjz7oapebcaL18e0sZHvcSnNdjGrjaFz9cUxB1lJPeYp2fFer0j1RPzPxdeb6/M1/tjJ9kU5pq/xCN9lOlg/SHyEobKuUTOPF+Vm6SaASBfXbEcbiSavD+c8Nh+vL/LXO+HH5BkIh6tsEB8BK0eO26U828Uo1ZabOwF7/ePiZKClodlwU9Y2BN/Ta1GYagGnJuPELG7hsqHG5vd4EBfjK0d01T2nshOs7HZpX5SjWb2y4zTpBzMBwokPdR1TgaD44K4DvktXGXAqx34ZwcV8lWLLh2ghyve4hTTY+D8fn1/kXbxbiAGyo7idSE62mhgdnhZsxfIRSybK0h1H8NS8LQCgiXUjxDkjHeI+SHyEgWe65GW7kOVy6hazSIuY2P8lGivJ3vI6rC8NFpSSLR+HbbB81OksHzzg1D63S2GOW7NK2NkwTbR8ZMdp9gyHvON85acdEf+GBQvIGGK22IwyaBUfL3zn99hlg3DXOX11z6lMT5WtaR2EXVy89WV4wKlZGiIQdE/UN/mUFLjzSgGnfPFRJah9PiYIHPPNTNDtovZe4t+py+nwZ8IpzHapEzY8MipFTjhyFQUIR0rpBeKL+Vi47ZD2c8sw4kMUbmT5SHOC5Zr9g1QcXNE0I/JGEYQrq32+q7LV7SLm8icg4NTjdtoyYcqhI+ICHu/OOhxynYB7Plob8W8illc3mcjyw7gVYoVPvr3bF4b4x/nxVFynkNgSUXzEaXGricLyIb4+HuSA0zwFtRxExPihcDFABYrvJS7Qg43M/EG8qorOMcY0IWpUkjxekWNVWOYqcpNpMR9hyqvH0/G4pWApDje+geAaRZaPNEc2DTocDs0NEo2yjGaXJd9wvD8JFx9lNQ3KM4rEz6m6VoFR7IjD4bDFVCwv2Ebiw44CPHK0/DElkTMOIhUZM/Px52S5cO7AjgDCm3mjgYtso0A2lSJRFhY92xZoP8dbX4YHYpuVngb83xfXViriPuSAU15/Id7sCY4Y/5JlFhyE4GeWGwTGwsZ9lRhwz5f495cbQnqJqKrB0eD1aePfYzDm4o0tsfo9aFVHG71xzan8PMNZPuKxvIrzWKT5K5jxkrh071gh8WFCZV2jtiPMFW4Qq1XkRF9+dOJD/778eLyHQ5OPKd+96yucBszfigJOq0wCv7QAUIWWD/nmFxdwW8WHZPno1NI4FU6Ejwgza7rD4cADF/TH8B6tdI/nZLnwf+P7AOCTeHxCtL7Jq11/3qRMJF9hkKYsaHsJIi3e+jILtx4GAPQ/qsj0NQ6HQ/s8X64tjek4Ik1SwCnfoR5WlJEmig+5HoaIJuQV9HeZ+fVG1DR48dg3m0O6qPL/460IKo4DQ8tHnFk1VoUyF9teH4ur1YOWahumw7S2aY1h/hHviUj3R7BZHlk+0pL/fLUR/e/+Eh+t9DfuEneEWTGYz6JyuzQau13yslyaW0Fl+2zGGMTeBKoDTrll47eDjsLxnYrw3nUnAVC7W+PI1gIx1SzeIj/h4B1FLx7s72FkxezORUO4sORLhnTBlDFH6x4TXWOMxZ8txBcShyPYJ0REZXqqPKb6dBDER5zuviWBSpwje4aPiWnbwt9HyqxiaDTwRa7Q4xdtWlC4IteoOFbDxXxobhfFaeRVkvgoaeF3kx2oiK/aLg/QdDiMrQV8LMQqeK3OKaILI564DyuWj3jmH/GemDQyfLsSOwPrVUPiw4BH52wCALy+aCcAY8tHNNaHaAJOZbXfItd/4zudDhRkq1+wxc+Rk+XUAv9U+Qx5MOaY3u3w4Z9H4YQuLQEEJ8yHv96k5DiAQYdMwS3hSYDbpUORvz6GleDMSG4XjtFn0qcjxvd5ymuC7QOMerdo3TgVuMc+XPmL9vPVo7qja+t87fd46svUNXo1EdWldXir05TRfjEXryWn0evT3oPfo9zyUV7baLnBYDiCnV8dYcdJvkIXplgoi5f053E/JQHhtr+yPq5SA2KwqdHnKgnEAu05UhvT+4vz40k9W5u+Lsvl1ERdPJutBiFgP9yxgNjcLrxo3Wm922Fg5+Kwr1VZhdZuSHxYQBxUsUQtx+N2OaNve+3nfIXmVaPj2WH54PUh5E6M+yv9E9vPeyuUtWwXF+pW+dk6i5Wd2S5ltf6d7lHFfvFhxZUUqbw6x6h2gCg+4r1O32/yWwB4ky2ZfK2GRPxj7ttAk7QebfJxx9nH6Z6Lp74Mb1KX7XaihYH1RkRVDEuF4HrgQrplIOaDsfgLVwHmVUBlChQGBYufa32gUCJ3VbUp8MDh8FvbYnUt3f/Zepzy4FwAxi4XAOgaqODJC2tFC58fi/Oy8NJVQ8O+Vst4iVGMvr98D34KuPzCVTjVAk6bohdt3CrTNYKwBoSwALJ8ZAai5cPqDlr0xccqPv514fHoWBxsxsdb0VcqLCbEFy+nw7/DUl1krEoLWtMvbtsPBicWVTEsotulTYE+Jc2umI+6Rq+2k+tQ7N+xWdlVa8MjgvqQTbkdinLhcDg0F0m8/ve/f7wOgPlimWeDte2CEzuFPBaP6OXl9NsVeiJakoLN5eIb37yIVYHHrbn33C6nVjXzimcXYsGWQ6Z/bwUrBcb85+A/popNidgdly/+XFxlCUXh9sXoeuH1KgDjAGcguMjuiFF88ODj3u0LI7YpiLfWx7Q3V2g/h4s34tcwls2PZikKE1PC0eJlEthfKFZIfFhALPFrNWVKjPOILubDP2hGH9sWFw/urHuuwIYyylVCRLvD4VBe5yPoN9bfOGIVTVUmQvHm3H5IP3HZlWrLd4pOR9AnbinmI/C/Wat0jjh53nXOcdpYbFPgN4EfiqPonOgaMMvQ4CLuYFV8LdtFM71RobR4xt2Vzy8CYC3WQlWl2wqh27UIXzjXl1bismd+iusYTVKLBTNUWacYY5pFEgD2lnG3S9Ca1K7QP8b3V8Q3HgDzxZRbEEtj7OTM/467QcPBN5bxjodjSgrCVh+NxyJhlPhghqqMpERA4sMCotnTaqU60doRjeWDD06jNEq+21VZRrlK2MEBQsqjqoDTOn1QHuexywZpP6syEYrv82cpUNMuc2SZsAgFA/8if3c+CwGngN7tIk6mfAd6KA5RUGPhGqtabMTv3diVFP+4s9KMT1WJdd52QQ7SPa5Di7jeV4RvcMJlugBqAk5vf381ht03B/uE68xjPsSS9TzuI1bLh4hZqrgWZxTjNeLnHU4McHJjnO+8Pob/fhOMV/vXhQPCvj6WRAVOXRTiI143UiIh8WEBcbHnE+eDX2xAZZ25CPAJ1o5oemXVC03eZFSm1HE0y0dgElXZ1VbuDSEyvEdrbeJWZSLkN/b1Y3vh2lN66J7LssntUq51Pc7WdtUNTb6Ik0ykrrYc0eQuWuB4ZsXBODIrxAnqgQv6G76mnRBkGA/iTswwwyHG+jLiOJ156cCIr89TVC6+otb/9y0ky0fv9uq6ygY7W0eyfMQfx/LqTztDrjG/dwuEqrHcurdPgeXDTHzEe432lvsDVTtYEB+a2yXKxfqHzQfx0Jcbtd8jCYN4Kpzyc8ux0GRPdaE7OyHxYQHRr85Nu+v2VmD28j2mfyPm6EfTqTNch0Q+yVQq9L9XSYWEuPl7y4Fq/FIWW7S5/N6AcfEnj+K0MB7M9avjSkJMunYFnHJ3RYvcLF1pb6sLQaQeQOJCnSOMidaa28WfebBmT3nIZ/P6WFixJVbwvWSIcc8Ybvk4VF0fVwaHeB5GMQyx1pfhaecOB3Bqr7YRX8+vUW2jN66MDR5XINdGaW/B1G8VK31dgODGodHLlAVvi+jcLgHxIbpnrCJ/32Zff26crrFfAu4iLpTCkZsVW0l8LnA4ZsGznFjnH5+P4fNATZocE7EmIhZOS3VIfFiA73IAffrXwTC7QZ3lwyDmgzGGOz9YowvAAvQdZmXyFHVhFNHcLoFJVFy0b39/TVzvzbMQCnPchv5d1Wlh4bpL2pVqWxZYhIpz/V2PCwMTdaT4A63OR6SAU+GziCW22+QHYzEen7sZZz82H7e9u1r3t2c/Nh/D7vva1IolV7A0onV+NlxOBxiLr7S/2ELdKCg01oBTbn0syHYbpgrLcAscY/EFVXNh3rFYv8DJgc7xoLldInyufEH0xmIVvfWdVWGfF8dHPG4X+fs+qthYqGkCMYZ5zutj2BToCH50u4IIr9aL0WiQA72tWj6inX9+Evq6hOtbFHwNuV0yCtFlIO7Sw+XViwLXSOyu/aUCLy/Ygfs/W697XCz4JcMnaJWdYIOWD5fuGACwfm9FXO/NJyizHYjKINA5P+/TFnyjnaJd2S5Bt4tfvLUp9E/OByK4KWKp8+ESXsuPc6iqAY/N3QwAeHfZbt3f/ry3AkdqGrFBaFTIWbGrDGc/Nh9A+H4RTqdDW1BjWXAY83f51apAmuziY500ueXDqECaEWIjs3jiPnYHNiGdWuoXUB4IrIJGiwGnLqdDW/yiDUY/Ut2AN5fsCvsaMeaDf76DMQQ6y9f21/3aG75OdLtEW8F328Fq1DX6kJvlQjehjowZscZ8HK7Wi49ILpFYs13W7w3euyPC1CzhxGs1SiQkPixw32+N/eHhTOveCKm2YpVSbo78YMUefL1uHwBjt4vqvitAqNtFNIlbKRMejqD4MJ6QVVojrn5pifazkeXDrsp/3PzOsx7aBibnAxECQX0WYz7EzyI2fWudHxQfRm8RKcj5n4EUWwDIjbCj4uIxlqDTa19ZinEPz9PGmVkhpoIYK94GAz+N65TIOJ0OobR/POLDn00l3yOtFVo+miym2gKxVQxu9Ppw/RvLI75Orp8DBMd9NIibpvt+21/rUSTDF1Afi35jsnl/FQCgV0lBSJNEI3JizHY5XK2/FyJaPmKcfzYf8H+eKWN6at99OPKy1LVDsBsSHxF4/PITdD0oRGYv32PqN/ZFyHZhCD7W4PVh64EqTH1jBTYFbh4jy4eqFtAich0O7uMHgpUbY4UHpZlZPlS26BYxmqyzhYCveHz9Mjyynn/GtlYtHxaLjIkmd3HyCQac1hsKGLMdls/HsL60QregROqU2a4wtqDTJq8PX63bh60HqrWaF2YlqGMtt/9VQKxbtXwAQaEYSSCawRjDjkNcfOgtH7ILK544mU9X+339VhZRfo22BBYrK7zwwzatyJzIKce0RR8ha6ejEMfCC6kdicEFx60LRblZuHxYF1OrX56wkEdrCePWT/59RCI32xnjcfSWj0jWKR4bdKQ6ukzFLYH1QGzCGI6gBZECTtMO2cwnL8Dv/HGE9nOD14ezH5uPic8vwvZAoSOOLtXWMOYj+HN9k0+bzDj8phCJt/mWEcFUW/+gzXY78eCFxwOIv4cMD0prazIR2FV7w2iBE+MlvlwXf1MxDq+FwH3/lsWHRcuHw+HAs1cOxsxLBuoKznFXiN/yEfomYs8XcfS9t3wPfj3zeyzYGvQlR1pI2hbGFmQoVsHk1jojqxQALVYmmpgFxhheXrADALByd5nlv+MT+eb9oe4oK/xSXodD1Q1wOx0hHYzlBTWewD/uRlu2syzia4f38Jvk//HxOsvzg5HwAPwZO59NPRlf/vUUPDHhBPTvFCyexUvIV9Q1Re1C4GMgkpXA7XJq93C03x+3yFixEojnEu2cGq3lh88PpRV1lkov+HwMh6sbNDFpJX4FILdLWiObxeQiQoO7tcJTV5yg/b5ubwXmbTyAOz7wB2fWN3mxbOcRXYaL0WATF4f6Jm9Ijj43q4vEeqOYsetwDV75yT95F+SERrRXxCk++EJi1C0VCFp3VMdhGAW3irspXuZbBcG0Pr8w6N7G72f+KbC4m7nmeBCyK5L6ADDuuBKcN+go3WN8fJTXNhqPL5OFYe6G/SGPbZWEs0yslo+DlcEJ+uGv/WmJZrv4WNJFjwiF0YwKl5nRq8Q/kW/cZ91KILI6IHSOKSk0HGtLbh+n/ZyowL/xx/vjJ/ZX1mPNnvKIr/9s9V5T8cGF4DElhTirfwfdc0W5WZpgNitMZ4ZWLMtCymhujDt4bvloGaX4iNaaHK3lp11hDlxOB7w+FnFjAgB/eWM5TvjHV1psTdSWD4PPU9PQZEtvq1gh8SEh78IN24wbZAfwQX/DWytx/hM/4ql5W7XnjLJdRAFR3+gLGcxGvmPVMR+/e26h9rNY/pz3xwhXx8QKXH2bZVNkK3K7iDntd59znOGC4HY5MemkbgCinzTNYIxpbhdumj4zEES3bGcZ3li0E33v+gKvLdwZ8rdaYLGFwkFGFOVmaS4ZIz+yWE+Aj7+1v5Tjk1V7oz4W30WWRbnbM6qKuuWAsdAJtg6wvtiIvT/+dlYfy3/HrRUb98Vm+eBWymNKjBeENgUebQF/at6WqIMmAb0F1kq9ihO7ttJ2x0csjO8/zVpm+lw4F5bb5dTmxGjHg1avwsKYj7USLZ9HW+VZEx+x1vmItreNy+lA+8Cm7pfyyCUMxPu0Q1GO4ZpjhNn39ktZLYb882v8VSgHn2xIfEjIaZ9yESHAWHzwCZoPmm3CbrLJoLCMTnw0+UJqhhhZPlRnu4glyEXLBw/eq4izb4jckltGVSlg7h5yOR2YGBAYRgzp1gqAupbndY0+7dxbBcRiuxY5mii47T1/6uvfZq8O+Vu+AwnXhjscTqfD0K/Nx51oeePjb/yj8w3f65EIxbl4Jk+0fWSiKcleIFg+rC7WOw75P+vQbq0sLWgcLhq+33Qwpgqx3AIUro4Ev59e+GE7lu44EtX73/3hWox+6Fvt91evGWbp73jqarSiAAC6CU3LjOY8Eb4xKo0y+4kviLkRamIAQctHtNk7XBRYtXxwi+jbS3dbtig3eX0xbWD49dl5KLqeNZ2jCPznweNLdxzBE99u1h7/ZNVeVDd48cnqvaiqb8KaPeVKY99igcSHhLwLN9oFGF20lmGUdiTLxw+bD4b4dY0tH+pjPjhi19kWOcHgv1h2bRxuQs83MbOqynbRaj0E+tOYIQZpqkAUgUbNB8MRrpicVUoMdsSX/m8BAKnInddn+h0/fMkAnDvwKMPnOHwxinbCjUV8+Jg1ce31MU2wH9XSuF6EGUe3C8Zp/N9s67VsfD6GxdsPa/FdZrFMgH4+iMZd5fMxvPjjds264nT4uwBbgbuIY2k2KC7WkTKHeAn5Vbsju3dEVuwqAwAcZWEx5Sm9UccZRWn5EF1AH6wwLxopIjdhPKFLsaW/6xmwTG2KMtaonUm2oBFimMC/Pt+g/cw7bwNAv7u+wNmPzcfIB76JKyA6XpqN+Kioa8Qnq/bi4a82hm1YJC/sRlHM/Y4qQoeiHIjua7l8uIiRT140870aiLsQMQqYsiPbhSO6XfKEhSAeqwTvcWJm+VAVcFop9acxg/dDUWX54O4ej9upi2Ww4koRi27FipE5nmcYicGAjT6mG29i6nNuVmRzbrSLWnltI95bthv3fbo+8osD5GW7tFgCKxkvryzYrsXutLa4y+WIEzSvHhkOn4/hx80H8fKC7bjoqQWYs94fN9MujOVDaAcVlXVLtibkRxDUIlYtVEaBoqOObqP9HCn7aVCXlgCA5RYCYUW+We/PTDr9uJKIr+WWGLH7tRV4/ZWOJgXMZBoEkW619PmS7YcB+OebH287DW9cOyLCX/g5JsZYIyuVWjlmgnjL/lB3Z6eWuVpH5mQQXy5lGrG/og5TXvP7OR+Zswnb7x9v+Drxxv3v5YMMX5OT5cK8m8fA7XRg9EPfYufhmrALqFG2S53weqPW0UZmZK7SVVUEFREX7lwp1S0ak7ZIdUS3S+DzKBIfkdIteUnysppGNHp9lhqRhaPOJIDOShlkze0Sj+UjzKQkBjQ3eX2oafR/R1kuB87s1wEv/rgdgLXgv2jEx+drSvHHV5dGfJ2Mw+FAi5wslNc24kBlPVrkZIUdd7OEOJrWMRT2evdPJ+GCJ39EttsJr4+ZBsKWltdh+Iw5hs9ZTeeMpuHbNin4t9Cirx/wV9kFgO82HcSNvzrW9HVG9U0Kc9x45NKBWL6zTMucMYNbYkorrLdfOFLdoC26Iy0Uy+oWOAZ3rVmhvLZR21h0bW3NVdEozD1WGrcBwB9f9a8jVfVNlkUOAPQKWNy2RpEODVgfZ4B5hd3NBscc2Lk4qvNQTbOxfMgTmZm5iU+w/Y8qwtnHGxfBAfyLhtPpwNWjugMInTREvAaKWtyJWnU72FHhlCOKD5fToS2K8aQKcsuAmVWIm3p3G4gvK8zbeAAnzZiDz9b442wiiY/i3CzNWhVLnQIZrTeKNLasWT7MK9laxaw8NSBZPrxM853nZbt1VrVIu1wgKD4q65oipgne/n5ofItVerb1LzjjH52PUQ98E9YCIp53LIW9BnYuRrbbiYYmny5wVeaBz82tN33am3ewzdf1+bF+D8kp9wVR1C/hYnrlrrKwi3aVgRga2Lklzh14FO7+Td+IdUVaaR2Vrd9D3OXSo22+JbHYPVCdNJq6JTyWom2hx3KA5gUndtJ+tlJuX8zGOrlXmzCvDKVzK//9uvtIbVh3tnyPReN2MZpPGr0+zVX4/KTBOKFLMcb1KcEUqfN3omk24kNWtWam94e/8rdJllNszeA+++U7yzB7+W7D1xhbPqJf1FWn2orIk5yK1sxawKlJBc3BXf3m20UBM2a0THx+EX4pr8Pri/zloSP5qp1OR3DijCA+Vuwqw9Id4c/LrNukURzHEukzqrB8hCsfLTc21IRgtku3K7Sy2xPvhUgZUEZzqliw6qQwu95jhcX8YFUDFgl9LWTEPhdW/fsiLqdDi134aesh03tK7OUkcs9v+qIoz3y83XVOX+3naNKHS6VMCKuLKBCMKQDCp0/z82mZl4W5N43GcxMHY2j3VpaPI95DVmPCeEr/MUK8TTiODXQH3rCv0lJdDADYHhBc3SxaPQD/2P7NAP8m08pcx9OYi3Kz8PJVQy0fB/Cn4zsd/o1HuAJ38ubyxC7Wr41Mk9dfQ6rJx5CX7cLoY9rhvetG4tmJg1Ecw32jkuYjPqQFwujir95djtWBwWW1uqdoUREDfER4gGqT16fdrEauE27OvFBQ4yJ8Iqpp8CrvzipbJ+JtUPTp6r1aSrDZBHpCQHzsPlKrxBIRKeYD0JclN6O+yYvzHv8BFzy5IOzum1uFZOuBkeXjPSmbqUFBwGm3MIGIYrZLo9cXzDTIdmnmXyByN07Av6Pm5v9Ios1omfjHuX2x8Z9n4tkrB+Op351o+rfHC8WsgPDuRfG8Yw2JHhZYcKe/txpD7/1aK9UuYmZ5OGeAuVUUAI7r2AKXD/PXHonG7bJXikeLZnyIsRTlYYKDRXdo9zb5GNsncgyGCLc0NTT5tLiucHy86hd8E4iT6VBsLX6ha+t85GW7UNfo06rjRoJbe7pa6OkiwseSFfcv37QeU1JgORaHk+12aum2u01ELaAvHXD6cSXoEoWYAoB+RwVFfG2jF7sClr2urfMtNV9MFM1GfORI5iijQi9bDwZNfFbzy8XJwWyi8DKGukYvTvv3PEx4diHqGr34bmNooatZvx+GGef3x9/P7WvwLvEV+JERXT3HdyoKMdfFG9z6/Pxt2s9mbpcCj1sLmoxU6MoKVkzUwV2b+c5D7GJsVHFz075KrPulQusuLFsPjMaBLOJUBJx2aWU+KTVKgXRBF5gbPdoGJ+dslzW3Dzf97gsTrA2EVgguzstC7w4tkO12YtxxJaYF5wDg7OP1Ba3CpXKKroxhPWLbGfbuEBRhFXVNuirFZTUN2H6w2jDd/D8XD7BUQbMghsJp8mcOl0Unk+VyYnygKFi4Cpz8u7Mi1o3Iy3ZrY95KqvJ7y4LC20rNEsBvmToxsDl5bv7WCK/2w0sHdA1zXxhh1aJcXtuo1aGx0mHWCG6dOv+JH03HxQs/bNd+fmLCCYavCYcYAFvb6NXGlNXvPlE0G/EhKz6jroxbhQJIVv2ZOboUS5ehGdvrY1j7Szl2Hq7Bj1sO4Y7314Qsti6nAx2KcnHZ0C6mA9vldGhBZbE0dhIRB/57fzop5PncMJXyIuHzMW0iGNC5OGxcA68IynsYWMXIFBsuBoLTukDvr66qb8Ibi3bqvg8xsFKekLw+htMf/g5nPfq9Zj2TG7OJY4Lv5uWJhhcGi0d8ZLud+JVJ5oA+1VaM+XAhJ8uFe37TF9eN7ml5V8UruEaq7SBelcIcN767ZYzlRU52m4U7Fk8dfOqKE8MKmnDIAbtikO7wGXMw+qFvscSgRke4FFsR7m6Mpl+NnIk3Ksq4Ap7xEq7QWKT6O1bg4stKOrW40WmKorbEhIDlSLYGmcHFY1eLqckcfr9W1DaaiqmtB6ow4J4vccs7qwDELtz4ZwKgZU3JPPntFu3nWILiCzxuzRpb1+DTxlQ0WTOJoNmIDxmjm0YM0urZ1toAFrt07i2vNVysvT6mq0r69tLQ2JBnJw62dLxWitJF+QSUk+U0TLcKxnxEX2L9+R+2ad/vnWcfF/a1vCrjM99vjarozXYpoG5A52JcNbJ7xL/jaZmb9lfiSHUDbnt3FW57bzUmv7gYMz79Gde8tATLhAVHtIAxxnQmUZ4GKBdNEi0f3MwqjwvuUojH7QIAk0Z2M3y8USwy5vNp3T75gjjxpG645de9LR+HT1yRFgLR8FGUmxW1MHhacMuEs7JwgSg3dosGeTIW3TxmVYQLc9wY2dOaIOAWv9cX7cK5j/8Qtqw2YwzLdx7RAk6vP+1o/OGUHrh0iPWy8UDQUhKu0FiFUBcnVvj3LgfIGrFBqCR7dv/w7ioRfn2s9Jjy+hh+3lsBwLzyrBncTfrSgh0Ydt8cwyDXV6RyCFYCtY34db8OWh0lOb4HUBfPp1U6bWzSuou3J/GRGhw0mAgqhEqZVss1i7t6s14oN7y1MuIOwWoVO1XiI1gbw3hxiMfy8c9PftZ+jrQ4XDWyO7JcDmzaX6XF21hhQ6m+UM81o7pbShsdEVg43lqyG0Pu/RofByrSLtp2GE9/txVf/7xPVxmwNpCiyhjD5c8sxJmPfK89xxdA2VIlCgpu6jSzfMQrPtpKmQPcfy1aPhqafHhkjj+Q2iit2wr8c4SrkQPo3S6xTNBn9G2P28f77z0zocMY07qDFocJ+oyELD6stDt/89oRlv3mooVk5a4yTHphkelrP19Tit8+8aN2Dlee1A3Tz+pjqaOtiBXLBxd18SxGPQK9RraalMvn7K+s00TX97eMiSp+oTDHuuVo8/4qVDd4kS/FNFlBjB9q8jHDFgTyWI7HanRZwPpRWh66JmyO0gJsRo6QMMAtiO2Lok9Jt5NmU+dDxkgM8Ej+xy4bFLaAkIjVyWHqGytCHutQlKNNsFZ3cHxnE4/4uP+z9XjhB39Mhll6Krd8RNtbQdw1eNzOkMVRplubfJx+XAk+XV2KeRsPYIDF3HNZfFitcnlG3xK4nY6w5l+x7Dz//BV1TbpOsECw+qKcxi3+3j7grpC/xwYFqbZAsBIkp67RB5+P6VLJdwmCY0Cn4piO056LjyjcLrI7yir9j/K7qvaZHKuitklbpOXPHw3yzp9fE6MMjtd+PwwNTT4c19E8vVbmjL7tdb+v/aXC9LXvC9U1HY7oYj1Eii1YPvg1NKqQaxVuGRbj5Iz4eW+l9vrOUcZicDccr7QcLsBzZSCVt3+noqgFmxwPaNRrSr5PwxWVjAQXfUZ1UsT5c/Z1oe5wq4jZilyItjJo2ZFMmq/lo6oBZTUNmL/poDZRW62UKVIfg2Wgd/tCfPnXUzD3ptEYdXQbXDK4s+VCXlbMquHYV1GHp+Zt0SK7zW6iXAvZLuU1jTo3BADM+slf/KlPhxZYceevLO0SB3X2B5ZtiKLRlywere7iHA6H5XbbgL8h05uLdxr2Y9hT5p88ZAFnZPmQxUe9glRbwHjnX9/kQ6MgrvgCAAB/Pb1XTMfh3+9X6/bh2peXmItfYd220sPD8FiC0DESAgeq/Itnixx3zAXwONzKAgQXHSNh2v+oIow+tl1U7+0vRjja0mvF4OEspzPqBZTD2ySE2zSUKrB88M1SaXldWHcptzB3iqI/CYfPw7Lb2ohPVvutFVY3LyKyxXTn4VBRIFtfYg04BYLf+5b91SHjm7tyLzqxk1ZJNhbE7rZ8Ux2pDlKiSa2zSSDbDlZjzEPf4khNI3q0zceLk4ZarpQpEs1OCABuOP0YXD82uABYbRrF0VqPx5gCKy/aZkIrUp2P0vI6jH/0exTmuPHgRQPw0BcbcOc5x+GXwIJ86ZDOltwgANCzXfRBp+JkMPrYtlFFchfnZVnut3Hru/6iWUYlvHlhOdm6I2Yi8UlaFGkNTT7te421sRzH4XDgk+tHobKuCZf+7yftWKLlg9dRObNf+5gWASAoCADgy3X70KnlZtx5Tmg8jziVxlpBlrtD6hp9KK9tDKlHwK+d1cDPcFxzcg/M23gA3286qFk+jFIuYxU5ckbShyt/0epKiIgi1Ir7x4x8Cxk23NoaT/YD7/ezbGcZht73NT6fdoqhFYrfp9EUS+PwkvuMAZX1jabzyYpdZZgXyB4cFIP4kNPNdxm4JuXNnlm/KisM7FKMbJcTG/ZVYvH2I7oaK1qtkiiDZmX49dl+qCamdS0RNFvLx56yWs0ctfVANU5/eJ52o0RzkQpzsvDABf0tv17MwY4FbqmwWn9j6Y4jmPj8Is2XKKfomsV8tJSi2Tfuq8TNb6/Ubsxnv9+KQ9UN2H6oBhc9tQALtx3G+Efna70yoikJ3KON33+87WC15aBTfl4PXNAfL04eGlXOvZxVke1y4tWrh+l2wTJG9S34pqVNoX5xFAVeu0K95aPR68O5j/+gxdJ4YrQOiPTtWIThPVprpZW3Hqw27KQcTznl9tJCZaW0drR1EDg5WS5tIdtiEFNwQKH4AELL/MsVh11OR8xCyuFwaOmvAHD968sNAxqj7d5qBt+Rh7N88CyteL4/MZD4YFUD3pfq2HA08RGDpcDhcGibo3BBp2K58jG9o7NOAUBjk/5eMRYf+nkzL46Yjw5FuVoWk2zt5Rua7nGKj3GB2i0frfxFs3zEmhVmF81WfMjUN/m0AEKzBdkMq/EhADCiR3SpczLBVtPWslAuePJHzNt4QOu3IafoFpi4XXgA7I7DNbjk6QX41cPf4e2luzHtzRXYcajasFeASDTfSaeWuXA5HREr/wH+DsB/eX05ftjsj7+IVNXUCDGd7pZfH4vnJw3BqF5tQnz0VmlboP+s08/qg6PbFeDlq4YiTzCD+3wMc9fv16LyASDPQmM3q/Ad1EVPLcAt764KeT7atE0RuYqo0WLJGNMt3NEIUJkBgRTl5TtDU11/KVObOih3V5Z9/lYrbJrx38sH6apu7i0LjWUR7+frRveM+Vj52ngznh/8wbqBzq9RNuQTkStAG7kPy2sbg5k1Me66+YJpVG9HPA4AjO/fIaYYqoGBrrTcEnSouiHEzSJ3so034J9bxHYf0QudYJXW+MQHryS8cV+l5rIiy0cS4TnWciVFmWgvktWGRLeP72PZFWEGT5XcfqgaL/6wLWK5aw7PgZcriZpNCtxd8O2GA1i4LVgafOmOIzj1wW+1jqJmRLPwuF3WKv9V1zdh8guL8dHKX4LnH8MO5Bdh8r9u9NHaotwyxslYtnwM7FyMr284Facc01ZXWr620Ys3F+/SvTZcie5oidQQ7LgOsVvdnE4HnphwAoYHCnoZid/aRq/OZfD7k3vEfLxBgQVhjUEGFH+sd5jeKtHg0bor+0WH1V5LVnE4HLrKrkYN+ril4sbTj8FNYZrCRYKPNzNLSkVdkxbTEo/4kHfR8ne27pcKnPCPr/D0PH+BsFjTevlcHK6pIbfqtrDYEkPmmJJCzL1pNObceCpaBu5HOcaLl2E4qjgX2S6npc684eA1icTy/WU1DZqFpVub2Nyj2vu3DA10jye12g6alfj453n98ONtp2H2dSNx/WlHY7xUUZETbYqg7A82+/tYTIIy/L0Xbz+Cuz9ahzveX2Pp7/jeTU7BM7PyRBuZLuJyOqI26fKb8ZUF201fs6esNsQfHouaP6u/38IxTOpnUeBxx5S6WVJovgPPyQqWJl+zpxzfCpVtY/RKmBJOfPzvdyfG7AbhnNW/A/402t+MyijmSDRNf33DKVp/jljg488ou4anZEfaRFglO8Tyob5rdO/2LTCuj//+N1pI+U67Q3FuXCWwxUDDWQt3YOoby3XCgO/Y8wPF5mJF3rT8tPUQPhAydh76coPOYhTrrjtYX8Z4U7Lulwqtw7HVflxGdG+Tj7xstxZrcdaj3+P+z/xNBfdX1mFfRT0cDuCLv56CJXeMQ8+20dUSkeGbu5+2HtZc6DzLrl2hJ66AVsA4INaonlMySa2zsRmHw4GOxX4T/w2/OhbTzwwtspTlcsQ9Sd9qUrxJhc9NHlQ8yjsSXh/DW4t3YZ2U7mdWojueYLQHLjg+6omNW4TeX/GLaTEmoyZfsbhd7v5NX9x9znF48orQPiM9ovS1jjq6TViLicPh0Cwrl/zvJ21CPqlna8y+bmRUx4pEr3YFptaNX8XoUpLhgXZGZn2+qLYp8ODoKGstyPAgXnksMMa0bA2rbdMjEbR8GMd8qILvzEXxwQKtF8TGf/Eg1p/4v9lr8MGKX/D20qC1jYuPWK18HDkb5+uf92PqGyvwZSDmS+49Feuum+/gzRr8zVoYLP4VT80Xzjihz81T8/yVRvmc2bNtAQo8biXzeP+AcD5YVY8+d36O1xft1KzT8QabpgvNSnzIdGqZh3el0uLy71YQ3S6fTT0ZvxveFTef4TedXjMqWHVThc8tT4rRiMYffcu7q7SAUABoU5CN8wYZVxzMyXKFPd9zBnTEw5cMCHl88shupo3xwiFaob5Zvw8+H8OfX1uGG95coaWj7S4LnYBaxPCdFudlY9LI7oZm5+5tgjuaSSd1C/s+bQo8ePKKyL0XuAuBM7hrS7z2++FxBYAa4XA4MHvKSfj577/WPf7K1dF13wxHMJvC3PJRZLEpYzh4Lxk5K0l07cRaC0MmEZYPILgz5+LjcHUDTn/4Owy7bw52BoIc4yleBfiFlGw4Wb+3UruHuPgwyt5SwbWvLMU/P14XIj5i/VzcImp07wN611FOnGnrQLDTNsfnY5ooODpOa4dIp5Z5OrE0/b3VmPbmCgBA9zjjPTj/uvB47eeWCt27qkgtJ1ASOLFrS1w/thcenbMJd59zHI6PoQjTse0LcfMZx+Ko4lytffiUMUdj8shu2H2kFs8GmqzFW5MACG1PH2ss3Pe3jEGLnKyw5r12hR7TKPPHLhuEJq8Pby3ejZqGJqzc7TeF/zrGHfbFgzvj570VeOGH7bj13dXIcjm16qP1TT789/JB2GHQfC4Wy0c4ju9UhHeX+cvfX3NydyzeftiwOFTv9oWYdc0wS8eXAyOPicMdEQkecPf1Dafgrg/XYurYY6Jqlx6JfC2bwsjy4V/YVLTqblsYLK1d1+jV7h0ucLJcjphLXMtw8cGDI42KTKlAFh/vLdutxStwr0I8xasAvwDNz3ZrDdAAf2nwuRv26+Kp4inOxrlieBe8GqjrI/Ks0FSSE01zPZFOguWDMYZVu8vRrU2+9l2KFhg5KDQWWkvfy96KOtz90ToA6ixtnPevG4nRD31rcA5qhOHFgzvj4sGd8dW6fbpmkqlCsxcfADB1bC9cOqQzOlpoTGbGlDFHhzyWl+3GMSWFuOuc47SUy3hRMeH+eczRlmI6Wud7DFMd+cTldjnx+rXDAfh9vm6nA4O7xb7QDenWSuvoeMNbK7XHP1m9F6evKMGX6/YBAI4tKYTT6cB1o3vGHcArc+7Ajrjrw7VokeNGmwIPPvzzKEx9Y7kmhLLdTjQ0+fDrfu1DJiozRPHhcTvxp1Njz2awytHtCjHrmuHK31fM3rnno7W4fGgX9CrxiykuDIrj8L1zWuS4te/6QGW9Nl6D1pXsuN2jHC7YXl+0C0cV56LfUWpiSWT4gllR24iymoYQUdu20KMkiDbP49KJDyA0kDuenjicf57XH3ef0xdvLdmNv81eHfa1sca78fNct7cCn64uxZTXlqFvxxb45PqTwRjD20uCfbKiLQJnRBtp4Z/51Ubt53jWByO6tcnH+OM74JNVe9GnQwstC25IHHOoEfEGx9oFiQ/41bPqgSUy2ULDM6vEKz56ty/Ejb86xtJreflwAHjtmmHIcjvxny834p5z+4a8NlKmhRXCBShykyQAvHvdSbZFbhfnZeP7W8aAsaClSgwuW/y3cZi36QBGH9vW8nuK4mPWNcPiCuZNNqLl7YUftuPdpbux6u4zAACHA2ncKjJ4HA4H2hV6sPtILfZX1gXFh2ZdUWfxEtNEH/pyo665nUr4OPhk9V7DWK0Zv+0ft9sF8Nd92Vdh3DGVE2uxORm3y4nLh3XBcR1b4LzHf9A9N7hrS0wY3gVnxZgCCwBHFfvPs7KuCVNeWwbAX6a+vsmLuesPaFWGfzOgoxI3phzPITYBHdEz/jlO5oELjseNpx+DHm0LsPtIDZbuOBLV3JLOkPhIM1ob1Od/dM4m/G5415AgMqPS1JNO6mZ5x3j1yT1wx/trcN9v++Oko/1Bk9zSYQfdW+djUJdiLN9ZZvqa4zq0sD1lTBYHk07qhrxsF8b2aYeivCzDCpXhKGkRvGZWrSWpilwNUmymyHfXRykS8m0D4mPjviq8vWQ3urbOx/OBnkQqrCscubmfXQGnx5QYi+tslxNXjuiKsX3i37kDwLNXDsaYf38btuOs6s0W704tMqJna/x2UPTxXyJmKfvH3v657ncVmx8ApplGlwzubHr94qHA40ZBYHPTqWWeMlGYDpD4SDP44vehUOviP19txLaD1Xj4koG618qBc78b3hUXDe5s+VhXDOuCc47voMSHbwWn04HZ141Ev7u+QFV9E1xOB649pQfeWLQTR2oa0bNtPv5xXr+EnItIy/xs/CEOV0lethtXj+qOyrpGXbGpdMRIuD7y9SYM7FKs1UJQZdnhC8/DX20MCTxVafmQd8xvLfFnhwzoVIRBXVrighPiW0A5Rtf+D6f0wHSLHbSt4nQ68OGUUSitqMMZM78LeT7b7dQKa6nCrg2B1bTjcHVAVDCsh1pXCEHiIy0Zf3wHnfgAgG/W78euwzX4btMBFHjc+NVx7TH6obm619x5znFRNaxyOBwJEx4iL04egn988jPuPuc4DOrSEjf96lg0+Xxxd4BNJnecHdoHJV15ftJgXPXiEu33h7/eqHu+s6LdG4+TMurD01VRRgAADOrSErOuGYYJzy4EAHy/6SAAv5vk7t+Euhhjxe1y4qqR3TXrDWCfP74oL8vU/TX/ljFRVSC2ymOXDcIPmw/ik9V7UVnXpKSuEQD85+IB+GrdPny2ptT0NSpdIi9dNRTf/LwPTT6m1RBRZVkhgtgmPh5//HE8+OCDKC0txYABA/DYY49h6FB1KX/NGaMU2PLaRpz8r6DYuPH0Y7CvIjhpTx3bK+b+FIlmcLdW+GBKsAaGy+mAy5m+wiPTiFRgSVVkvVyo7rgOLbBubwWK87Jw9Sh1cVQAMPLoNjhnQEetem6LHDd+O+gopccA/BuA6Wf1xpo95ThY1RBXgLYVfnVcCeZvPognJpyAa19ZimtGdbdFeAD+9PtzBnTEDb86BrsO1+CEOLqyipx/Qiecf0IndLvtE8PnH75kgNK09VOPaYtTj2mLRq8PLXKzMOroNrbGBDZXHMwoMCBO3nzzTVx55ZV46qmnMGzYMMycORNvv/02NmzYgHbtwqvhiooKFBUVoby8HC1aqCmfnGnUNXox9t/ztGCrSPxueNekuCuIzKTR60Ov//tM99h5Azvi/RW/YPzxHfD45ZFrn1hh+c4j+O0TP2q///z3X8Ph8Hd9taNJVmVdI178YTv6HtUCp/VOzQyBaPH5GGobvcj3uHUpy+nIyl1leG3hTry1dBfys92Ydc0wtGvhQYciEgapQjTrty3iY9iwYRgyZAj++9//AgB8Ph86d+6Mv/zlL7jtttt0r62vr0d9fXCHXlFRgc6dO5P4iEBDkw9OB/DHV5fi65/NI9tvO7M3Jo7opjwllWjevPDDNmw5UIXJI7sj2+XEUcW5mL/5IAZ3axl3aWiRz9eU4rpZSzFt3DG4fmwvZe9LpC+HqurhyXKlXK8SIsnio6GhAXl5eXjnnXdw3nnnaY9PnDgRZWVl+OCDD3Svv/vuu3HPPfeEvA+JD2scqqrHif/82vC5P43uaVrqnSDShZqGJuRmuZTV9SAIwh6iER/KpePBgwfh9XpRUqI3W5aUlGD9+vUhr58+fTpuuOEG7Xdu+SCs0brAg6euOBGr95Shb8ciHKqqx2l9SvDFmlJcOpS+RyL9UWlJIQgiNUj6Xe3xeODxpHftg2Tz637t8et++rLmVykOyCMIgiAIVShPf2jTpg1cLhf27dune3zfvn1o315NZ02CIAiCINIX5eIjOzsbJ554IubMmaM95vP5MGfOHIwYMUL14QiCIAiCSDNscbvccMMNmDhxIgYPHoyhQ4di5syZqK6uxuTJk+04HEEQBEEQaYQt4uOSSy7BgQMHcOedd6K0tBQDBw7E559/HhKEShAEQRBE88OWOh/xQEXGCIIgCCL9iGb9To962wRBEARBZAwkPgiCIAiCSCgkPgiCIAiCSCgkPgiCIAiCSCgkPgiCIAiCSCgkPgiCIAiCSCgkPgiCIAiCSCgkPgiCIAiCSChJ72orw2ueVVRUJPlMCIIgCIKwCl+3rdQuTTnxUVlZCQDo3Llzks+EIAiCIIhoqaysRFFRUdjXpFx5dZ/Ph19++QWFhYVwOBxK37uiogKdO3fGrl27qHR7CkDXI7Wg65Fa0PVILeh6RIYxhsrKSnTs2BFOZ/iojpSzfDidTnTq1MnWY7Ro0YIGTwpB1yO1oOuRWtD1SC3oeoQnksWDQwGnBEEQBEEkFBIfBEEQBEEklGYlPjweD+666y54PJ5knwoBuh6pBl2P1IKuR2pB10MtKRdwShAEQRBEZtOsLB8EQRAEQSQfEh8EQRAEQSQUEh8EQRAEQSQUEh8EQRAEQSQUEh8EQRAEQSSUZiM+Hn/8cXTr1g05OTkYNmwYFi1alOxTykhmzJiBIUOGoLCwEO3atcN5552HDRs26F5TV1eHKVOmoHXr1igoKMAFF1yAffv26V6zc+dOjB8/Hnl5eWjXrh1uvvlmNDU1JfKjZCT3338/HA4Hpk2bpj1G1yOx7NmzB1dccQVat26N3Nxc9O/fH0uWLNGeZ4zhzjvvRIcOHZCbm4tx48Zh06ZNuvc4fPgwJkyYgBYtWqC4uBhXX301qqqqEv1R0h6v14s77rgD3bt3R25uLnr27Il//OMfusZodD1sgjUD3njjDZadnc2ef/55tnbtWvb73/+eFRcXs3379iX71DKOM844g73wwgtszZo1bMWKFeyss85iXbp0YVVVVdpr/vjHP7LOnTuzOXPmsCVLlrDhw4ezk046SXu+qamJ9evXj40bN44tX76cffrpp6xNmzZs+vTpyfhIGcOiRYtYt27d2PHHH8+mTp2qPU7XI3EcPnyYde3alU2aNIktXLiQbd26lX3xxRds8+bN2mvuv/9+VlRUxN5//322cuVK9pvf/IZ1796d1dbWaq/59a9/zQYMGMB++ukn9v3337Ojjz6aXXbZZcn4SGnNvffey1q3bs0+/vhjtm3bNvb222+zgoIC9sgjj2ivoethD81CfAwdOpRNmTJF+93r9bKOHTuyGTNmJPGsmgf79+9nANi8efMYY4yVlZWxrKws9vbbb2uv+fnnnxkAtmDBAsYYY59++ilzOp2stLRUe82TTz7JWrRowerr6xP7ATKEyspK1qtXL/bVV1+xU089VRMfdD0Sy6233spGjRpl+rzP52Pt27dnDz74oPZYWVkZ83g87PXXX2eMMbZu3ToGgC1evFh7zWeffcYcDgfbs2ePfSefgYwfP55dddVVusfOP/98NmHCBMYYXQ87yXi3S0NDA5YuXYpx48ZpjzmdTowbNw4LFixI4pk1D8rLywEArVq1AgAsXboUjY2NuuvRu3dvdOnSRbseCxYsQP/+/VFSUqK95owzzkBFRQXWrl2bwLPPHKZMmYLx48frvneArkei+fDDDzF48GBcdNFFaNeuHQYNGoRnnnlGe37btm0oLS3VXY+ioiIMGzZMdz2Ki4sxePBg7TXjxo2D0+nEwoULE/dhMoCTTjoJc+bMwcaNGwEAK1euxPz583HmmWcCoOthJynX1VY1Bw8ehNfr1U2cAFBSUoL169cn6ayaBz6fD9OmTcPIkSPRr18/AEBpaSmys7NRXFyse21JSQlKS0u11xhdL/4cER1vvPEGli1bhsWLF4c8R9cjsWzduhVPPvkkbrjhBvztb3/D4sWLcf311yM7OxsTJ07Uvk+j71u8Hu3atdM973a70apVK7oeUXLbbbehoqICvXv3hsvlgtfrxb333osJEyYAAF0PG8l48UEkjylTpmDNmjWYP39+sk+l2bJr1y5MnToVX331FXJycpJ9Os0en8+HwYMH47777gMADBo0CGvWrMFTTz2FiRMnJvnsmh9vvfUWZs2ahddeew19+/bFihUrMG3aNHTs2JGuh81kvNulTZs2cLlcIdH7+/btQ/v27ZN0VpnPn//8Z3z88ceYO3cuOnXqpD3evn17NDQ0oKysTPd68Xq0b9/e8Hrx5wjrLF26FPv378cJJ5wAt9sNt9uNefPm4dFHH4Xb7UZJSQldjwTSoUMHHHfccbrH+vTpg507dwIIfp/h5qv27dtj//79uuebmppw+PBhuh5RcvPNN+O2227DpZdeiv79++N3v/sd/vrXv2LGjBkA6HrYScaLj+zsbJx44omYM2eO9pjP58OcOXMwYsSIJJ5ZZsIYw5///GfMnj0b33zzDbp37657/sQTT0RWVpbuemzYsAE7d+7UrseIESOwevVq3Q391VdfoUWLFiETNxGesWPHYvXq1VixYoX2b/DgwZgwYYL2M12PxDFy5MiQ1PONGzeia9euAIDu3bujffv2uutRUVGBhQsX6q5HWVkZli5dqr3mm2++gc/nw7BhwxLwKTKHmpoaOJ36ZdDlcsHn8wGg62EryY54TQRvvPEG83g87MUXX2Tr1q1j1157LSsuLtZF7xNq+NOf/sSKiorYt99+y/bu3av9q6mp0V7zxz/+kXXp0oV98803bMmSJWzEiBFsxIgR2vM8tfNXv/oVW7FiBfv8889Z27ZtKbVTEWK2C2N0PRLJokWLmNvtZvfeey/btGkTmzVrFsvLy2Ovvvqq9pr777+fFRcXsw8++ICtWrWKnXvuuYapnYMGDWILFy5k8+fPZ7169aLUzhiYOHEiO+qoo7RU2/fee4+1adOG3XLLLdpr6HrYQ7MQH4wx9thjj7EuXbqw7OxsNnToUPbTTz8l+5QyEgCG/1544QXtNbW1tey6665jLVu2ZHl5eey3v/0t27t3r+59tm/fzs4880yWm5vL2rRpw2688UbW2NiY4E+Tmcjig65HYvnoo49Yv379mMfjYb1792b/+9//dM/7fD52xx13sJKSEubxeNjYsWPZhg0bdK85dOgQu+yyy1hBQQFr0aIFmzx5MqusrEzkx8gIKioq2NSpU1mXLl1YTk4O69GjB/u///s/XQo5XQ97cDAmlHIjCIIgCIKwmYyP+SAIgiAIIrUg8UEQBEEQREIh8UEQBEEQREIh8UEQBEEQREIh8UEQBEEQREIh8UEQBEEQREIh8UEQBEEQREIh8UEQBEEQREIh8UEQBEEQREIh8UEQBEEQREIh8UEQBEEQREL5fxYB5ACkSIwdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_8_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 8  2003    20        0.081914\n",
      "1  Region 8  2003    21        0.023615\n",
      "2  Region 8  2003    22        0.035840\n",
      "3  Region 8  2003    23        0.120850\n",
      "4  Region 8  2003    24        0.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_9_2003-2020.csv\n",
      "     REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 9  2003    20        0.901108\n",
      "1  Region 9  2003    21        0.616252\n",
      "2  Region 9  2003    22        0.599520\n",
      "3  Region 9  2003    23        1.407980\n",
      "4  Region 9  2003    24        0.444388\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ILI-US_Region_10_2003-2020.csv\n",
      "      REGION  YEAR  WEEK  % WEIGHTED ILI\n",
      "0  Region 10  2003    20        0.276258\n",
      "1  Region 10  2003    21        0.582949\n",
      "2  Region 10  2003    22        0.642858\n",
      "3  Region 10  2003    23        0.433505\n",
      "4  Region 10  2003    24        0.221932\n"
     ]
    },
    {
     "data": {
      "image/png": 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1axaAoANesowaNQpDhw7FM888g9raWrRq1QqjRo3Cyy+/bCq48NkOzzjjDCxYsEDbwQFBH41YNClnnXUW9uzZY7BZNzY24vnnn0dxcTFGjhyZ3BdLkosvvhh79+7FRx99pL22f/9+fPDBBzjnnHPi2iXv2bMHY8eOhcfjwRdffIGWLVuaHtenTx/07NkTr7zyimGn/OKLL0JRFIOjZ6ztO3z4sOkYYmYMJqRGGrdHjx7FWWedhZ07d2LWrFmWzrmlpaUYM2YM3nrrLRw5ckR7/c0330RVVZUhcsLv92PChAlYsGABPvjgA4NjqchFF12ETz/91KBBmTNnDjZs2GA4Z0NDA9atW2cYtxdddBFUVTUNFWXaroMHD4a9xwQW3gRTVlaGM844A++//z7ee+895Obm4vzzz7dsN5F5kMaCkMbTTz8dFoXh8Xi0OPdYGTBgAK655ho8++yz2LhxI04//XQAQa/0WbNm4ZprrkH//v214x9//HEsW7YMF154IY4//ngAwPLly/HPf/4TzZo1wy233JLcFwtxxx134JJLLsHrr7+O66+/Hn/5y18wYsQI9OvXD9deey26deuGvXv3YsGCBdixY4dml7/zzjvx1ltv4fTTT8f//M//oKioCH/729/QqVMnHDx4MGK+iKlTp+Lll1/G5MmTsWzZMnTp0gUffvghvv/+ezzzzDNhanZZ/Oc//9Ha39DQgJ9++gkPP/wwAODcc8/V7vPFF1+Mk046CVOmTMGaNWu0zJZ+vz/ujKfjxo3Dli1bcOedd2L+/PmYP3++9l7r1q21cQAATzzxBM4991yMHTsWl112GVavXo0XXngB11xzjeZ/Ek/7vvnmG9x00024+OKL0aNHD9TX12PevHn46KOPMHjwYFxxxRVR2z9x4kQsXrwYV111FdauXWvIM1FcXGxYXB955BGcfPLJGDlyJKZOnYodO3bgqaeewtixYzFu3DjtuNtvvx0zZ87EOeecg4MHD+Ktt94yXJNv1x/+8Ad88MEHGD16NG6++WZUVVXhiSeeQL9+/TBlyhTtuJ07d6JXr16YNGkSXn/9dQDA6NGjceWVV+K5557Dxo0bMW7cOAQCAcybNw+jR4/GjTfeiAcffBDfffcdxo8fj86dO6O8vBx//etf0aFDB4wYMcLQrgkTJuCKK67AX//6V5xxxhma4yeRJaQsNRfhWqwyb5r993q9qqrGl3lTVVXV7/erzz77rNq/f381Pz9fzc/PV/v3768+99xzYdkNv//+e3XatGlq37591dLSUjUnJ0ft1KmTOnnyZHXz5s1JfTexTd27d1e7d++uNjY2qqqqqps3b1Z/97vfqW3atFFzcnLU9u3bq2effbb64YcfGj77448/qqeccoqal5endujQQZ0+fbr63HPPqQDUPXv2aMeNHDlSHTlypOGze/fuVadMmaK2aNFCzc3NVfv166e+9tprhmN++eUXFYD6xBNPhLUbgHr//ffHdR8mTZpk2afitQ8ePKheffXVavPmzdXCwkJ15MiRpvcvGlbXAxB2T1RVVT/++GN1wIAB2j394x//qNbX14cdF0v7Nm3apP7ud79Tu3XrphYUFKj5+flqnz591Pvvv1+tqqqKqf2dO3e2bH/nzp3Djp83b5568sknq/n5+WrLli3VadOmqZWVlYZjRo4cGfG+iKxevVodO3asWlhYqJaVlakTJ040jC9V1ceKmE21sbFRfeKJJ9SePXuqubm5asuWLdUzzzxTXbZsmaqqqjpnzhz1vPPOU9u1a6fm5uaq7dq1Uy+//HJ1w4YNYe2orKxUCwoKVADqW2+9FdP9IzIHRVVt8uoiCCIit9xyC15++WVUVVVZOl0SBEG4DfKxIAgHEHMIHDhwAG+++SZGjBhBQgVBEBkF+VgQWQFLrRyJli1b2rbIDxs2DKNGjUKvXr2wd+9e/P3vf0dlZSXuu+8+W65nRn19vakDHk9paWnCuSesOHjwIOrr6y3f93q9lo6aBEG4DxIsiKzgySefjOpM+Msvv2hFp2Rz1lln4cMPP8Qrr7wCRVEwaNAg/P3vfzdNN20XP/zwA0aPHh3xmNdeew2TJ0+Wet0LL7wwLEMoT+fOnQ2F2AiCcDfkY0FkBVu2bIma1nrEiBGWibcygUOHDmHZsmURj+nTp49p7oVkWLZsWcTMnwUFBRg+fLjUaxIEkTpIsCAIgiAIQhrkvEkQBEEQhDQc97EIBALYtWsXSkpKIiYGIgiCIAgifVBVFUeOHEG7du3CCiPyOC5Y7Nq1Cx07dnT6sgRBEARBSGD79u3o0KGD5fuOCxYsBfH27dvRpEkTpy9PEARBEEQCVFZWomPHjlFLCTguWDDzR5MmTUiwIAiCIAiXEc2NgZw3CYIgCIKQBgkWBEEQBEFIgwQLgiAIgiCkQYIFQRAEQRDSIMGCIAiCIAhpkGBBEARBEIQ0SLAgCIIgCEIaJFgQBEEQBCENEiwIgiAIgpAGCRYEQRAEQUiDBAuCIAiCIKRBggVBEARBENIgwYIgbEZVVbzxw1as2H441U0hCIKwHcermxJEtvH56j24f+bPAICtj41PcWsIgiDshTQWBGEzm/dVpboJBEEQjkGCBUHYjMejpLoJBEEQjkGCBUHYjFchwYIgiOyBBAuCsBkvaSwIgsgiSLAgCJvxkWBBEEQWQYIFQdiM10uPGUEQ2QPNeARhM+RjQRBENkGCBUHYDG8KCQTUFLaEIAjCfkiwIAib4Z03GwKBFLaEIAjCfkiwIAib4QWLRj9pLAiCyGxIsCAImzFoLPyksSAIIrMhwYIgbMaj8IIFaSwIgshssl6wUFUVjbSLJGxEhS5MNJKPBUEQGU7WCxa/f2s5Bj00GxU1DaluCpGh8IEgDY2ksSAIIrPJesHi85/3oLK2EZ+t2p3qphAZiqrqwgRFhRAEkelkvWDBoH0kYRcBXrAgsxtBEBkOCRYh+MmfIGTCDy0KNyUIItMhwYIgbIb3sagnjQVBEBkOCRYhSGFB2AWvDSONBUEQmQ4JFiFUkiwIm1ANggVpLAiCyGxIsAhBYgVhFyqZQgiCyCJIsAhBCgvCLgLkvEkQRBZBgkUIMoUQdkHhpgRBZBMkWIQIkFxB2ITBx4IGGkEQGQ4JFiFouifsgh9blC+FIIhMhwSLEGQKIewiwGkpSLAgCCLTIcGCIGyGt35QqRCCIDIdEixC0E6SsAt+ZPlpnBEEkeGQYEEQNsOb2cjkRhBEpkOCRQia793D3spafLO+3DWLNK8No2hTgiAyHRIsQlAUoHs4afocTH5tCb74eW+qmxITBh8LlwhDBEEQiUKCRQiVAk5dA1ubv9+0P7UNiRGVBAuCILIIEixC0HzvPjxKqlsQG7wwESDVGEEQGQ4JFoRrURR3SBa8LwiVCiEIItMhwSIE7STdh8clggU/tNzicEoQBJEoJFiEoOnefXhdMnp5WcJPAixBEBmOS6ZmezDmF0hhQ4iEcI/Ggk/pncKGEARBOECWCxbc76SzcB1u9LGgqBCCIDKd7BYsuN9pJ+k+3BMVwv1OA40giAwnuwULg8qCJny34XWJZMFrw6hWCEEQmU5cgoXf78d9992Hrl27oqCgAN27d8dDDz3kWk93g7d+6ppBJIhbTCHGzJupawdBEIQT+OI5+PHHH8eLL76IN954A3369MHSpUsxZcoUlJaW4qabbrKrjbbB7yRdKhtlNS5RWFCCLIIgsoq4BIsffvgB5513HsaPHw8A6NKlC959910sXrzYlsbZDTlvuhu3RIVQSm+CILKJuEwhJ598MubMmYMNGzYAAFauXIn58+fjzDPPtPxMXV0dKisrDf/TEZrv3YdrfCxU8rEgCCJ7iEtjcffdd6OyshI9e/aE1+uF3+/HI488gokTJ1p+Zvr06XjggQeSbqgd8LtHmu7dh0sUFkLmzdS1gyAIwgni0li8//77ePvtt/HOO+9g+fLleOONN/Dkk0/ijTfesPzMPffcg4qKCu3/9u3bk260LEhF7T54HwW3mEL4sUWZNwmCyHTi0ljccccduPvuu3HZZZcBAPr164dff/0V06dPx6RJk0w/k5eXh7y8vORbagOq5R9EutJoECxS2JA4IAGWIIhsIi6NRXV1NTwe40e8Xi8CgYDURjmFSqYQ1+F3ocaCUscTBJFNxKWxOOecc/DII4+gU6dO6NOnD3788Uc8/fTTuOqqq+xqn61Q1Un30cgJsW4RLPhxRqYQgiAynbgEi+effx733XcfbrjhBpSXl6Ndu3a47rrr8Kc//cmu9tkLJS5yHbxyzC2mkADVCiEIIouIS7AoKSnBM888g2eeecam5jgLJchyHwaNhUskiwD5WBAEkUVkea0Q7nfysnAF7jQl8Jk3U9gMgiAIB8hqwSJATnWug48KcUt6bF6YoARZBEFkOlktWPBTPDlvugNeY+GWHiMfC4IgsonsFizIedN18IKFW/rM4GPhlkYTBEEkSJYLFlTDwW3wphC3aJl4/x2SKwiCyHSyW7Dgf3fJIpXtGEwhLukyvp0kwBIEkelkt2BBiYtch9HHwh19ZnQSdkebCYIgEiW7BQtSUbsOt/tYkABLEESmk9WCBTnVuQ8+QZZbNv+q6j5hiCAIIlGyWrBQKQzQdRg1Fu7oM5UEWIIgsogsFyz03/0037sCN5oSKI8FQRDZRFYLFjw04bsDvwszb5IASxBENpHVggV567uPRpdn3qRxRhBEppPVggWFm7oPN/pYUFQIQRDZRHYLFtzvNN+7AzcWjiMnYYIgsonsFiy4SX7D3iOkpnYBhlL3LukvgwBLZdMJgshwslqw4LUUvx6oxqbyqtQ1hogJfpE+WF3vCtMCRYUQBJFNZLVgIbr/Vdf7U9QOIlZ4LcVbC7fhpnd/TGFrYsPgY0GCBUEQGU5WCxbiHE+7yfRH7KH/rtqdknbEA2XeJAgim8hqwUKc5EmwSH/c2EWUeZMgiGwiqwULsTomzfluwH2dRD4WBEHEiluc0iOR3YKFqLEgySLtceMzxwsTbnA2JQgiNVz1+hJc/NIC169FvlQ3IJWIixQ51qU/buyh+kb3VWQlCMJZ/AEVX68rBwD8cuAourcsTnGLEierNRaiWpom/fTHjX1U06ALFiS8EgRhRiaZSbNasBAhNXX6I/rFuIHaBj2MORPspwRByCeT1p+sFiwo3NR9uLGLqusbtd/d2H6CIOwnk+aG7BYsQKYQwn5quMRrJLwSBGFGJplJs1qwEDVPmaSKShUV1Q1YvbPCtvO7sYdqOR8LN7afIAj74TcdSgrbIYOsFixEezftJpPn1Cfm4uzn52PhlgO2nN9tPgqN/gDq/bpgQWOMIAgz1AwqUJjdgoXwN036yVNR0wAAWthUtlPTYKw/Q9VNCYIwg0whGUK482Zq2pGJ2KXKc9uzJwoWbtO4EAThDPzG1u2zRJYLFmQKcRtuCzetrTeqKNzVeoIgnILPtun2DUh2CxbC3+S8KRGbVBZue97CTCFu+wIEQTgCv/y4fSnKbsFCjfw3kTiKTZKF2/qIz2EBuH/CIAjCHngfC7dvcrNasBB3j27vzGzAbT3Eh5oC7ldxEgRhD7wpxO2azawWLCjzpn0otplC3NVHYntd1nyCIByCnxvcPk9kt2BBmTdtw7aoEJvOaxesvT5P8I6Q8EoQhBm8KcTt80RWCxbiKpVJccSpxi6NhdskCzZBeDTBIpWtIQgiXQmQj0VmIPad26XEbMBt4aZsSHlDkpbbTDkEQTiD0ccihQ2RQFYLFuIiFXB7b6YRTkaFpPNizYRVZgpJ46YSBJFCAgYfC3dPFNktWFDmTddh1kXprDZkY8xDPhYEQUTATxqLzIBqhbgPsy5K54eQacW85GNBEEQEyMciQ6A8FvZhW7ipic4inQVCVnTMw3wsXOYjQhCEM6hkCskQKPOmbThZhCytBQvBx4JkV4IgzDCGm6awIRLIasFC3D1SuGn64zofi9BPr4eiQgiCsCZAeSwyA8q8aSP2pd4MeymN5QpNkCAfC4IgIsFHJbp9k5vVgoU4ybu8L9MKJ/NjpXOYMGsaaSwIgogEhZtmCGLnpbNK3W04qLBIa02TKggWNMQIgjDDEG4aiHCgC8huwUL4O50XKCKImSSfzmpDNqa8nKTl9t0IQRDy4eeFdJ7TYiG7BQuh82g3KQ/bMm+avZbG/SbWCgHSu70EQaQGMoVkCGHOmyRZSMNJU4gbTFg+TrAgzRhBECIUbpohkCnEfZg6b6Zxv5lpLNw+aRAEIR8KN80QxL5zu10rnbAvQZZJuGkaOzrp1U3119w+aRAEIR9DuKnLdx9ZLViIEzzN9+4knRdqMdyUIAjCDKOPReraIYOsFizCTCEulxKzAVMfizR+CrWoEPKxIAgiAmQKyRDC8li4vDPTCSeLkKW1B7WJxoLkV4IgRAJUNj0zSef1yW0oNkkW5lEhtlxKCprzpkIaC4IgrOGFCbdrz7NasKCy6XJxQnPgvqiQ4E8f5bEgCCICfjKFZAZUhEwuTtw+t+WxYKYbr0d/1NLadEMQREpQVTKFZAThgkVq2pEp8IKZsz4W9lxLBnpUSPhrBEEQDEOtkHSe1GIguwUL4W+327VSDX/7bEvp7bKoENXEx4I0FgRBiBh8LFw+R2S1YCF2nts7M9WYaROcIJ37jTXNoyiaFofkV4IgRAzhpi6fJOIWLHbu3IkrrrgCzZs3R0FBAfr164elS5fa0Tb7ocybUuFvn321Qswyb6Zvv7HJQlF0rQVpLAiCEMmkcFNfPAcfOnQIw4cPx+jRo/HZZ5+hZcuW2LhxI5o2bWpX+2xF3GHTfJ8cBh8Lm65h1kfp/BAGeI2F8BpBEAQjk0whcQkWjz/+ODp27IjXXntNe61r167SG+UU4gTv9s5MNU4smG4LN1XDNBZqykxGBEGkL1kbbjpz5kwMHjwYl1xyCVq1aoWBAwfi1VdfjfiZuro6VFZWGv6nC2FFyGgrmRSqE1EhZhqLNO438rEgCCIWsjbcdMuWLXjxxRfRo0cPfPHFF/j973+Pm266CW+88YblZ6ZPn47S0lLtf8eOHZNutCzIFCIXR6JCQn322xM7oWebkrDrphusvYqiC1vpLAgRBJEasjbcNBAIYNCgQXj00UcxcOBATJ06Fddeey1eeukly8/cc889qKio0P5v37496UbLgjQWcnFSY6FAd4ZMZ6fbgNZehXPeTGGDCIJIS7K2umnbtm3Ru3dvw2u9evXCtm3bLD+Tl5eHJk2aGP6nC6J3vtulxFTjSObN0E9F0Qt7pXO/6bVCuKgQ8rEgCEKAX4/cvsmNS7AYPnw41q9fb3htw4YN6Ny5s9RGOUVYgix392XKcWSBZ86QUOBxgWmBfCwIgoiFrDWF3HrrrVi4cCEeffRRbNq0Ce+88w5eeeUVTJs2za722QrVCpGLE6o8XmOhuMC0wEeF6OGmadxggiBSgjHc1Pjenz5ZjZve/dE1OXDiEiyGDBmCjz/+GO+++y769u2Lhx56CM888wwmTpxoV/tsRewkt3RausKr+O1S9xt9LIK/p/NCrflYKAo8nvQXhAiCSA1WmTdrG/z454JfMXPlLuyqqE1F0+ImrjwWAHD22Wfj7LPPtqMtjhOexyI17cgUVEc0FkwDoGgai3TuN00QosybBEFEIGBhCtl3pE77PcdjV+pBuWR1rZBwHwua8JOBv38qgNe+/wUXvfgDKmsbpF2D7yL9GUvffjM6b7LXUtgggiDSEmOCLP31A0frTV9PZ7JbsAgzhaSoIRmC6GPxwH/WYNmvh/C377ZIu4aZj0U6P2zG6qbpH8VCEERqMM6f+h/7OY2FW+aOrBYsGGwnSWGAyaEaNBb67zUNfonXCP40RIWk8cOmCULgxln6NpcgiBTBm0L4CJEDR+tMX09nslqwYAuSlg8hkMrWuB8nfCx4FKS/xkKvbqonyEpnQYggiNRgZQrZX6WbQtwydWS1YMHnGABowk8Wq/unSEzDyafI9oRGbzo7Qxqqm5LGgiAIC6ycNytrdB+1dM4yzJPdgkXop4/CAKVg1FjYm8iCT+mdzv1mGhVCJjeCIAR4Mwc/fx6pazQ9Jp3JasFC89h3QWpoN2CICuFupcwAKd550+y66YbuvAnKvEkQhCW8NoL/vapWFyzSWTvLk9WCBesjN9SccAMGr2b+DYmShWris5DO3aYLQuRjQRCENUZTiP56Fa+xcMnckdWCBcOrqaiJ5DDXWEi9gtsybwa4lN6aj0X6tpcgiNTgV81NIbzGwi0BBlktWKhhppBUtsb9GDUWNqX0Zr+4pFYI77zpBg0LQRCpwc8JDbwAwftYpPMmiierBQs26Xsp1bIUDLnuDT4WEqNCTPJYpLMzpBbFAvKxIAjCGtXKx6JOjwohwcIFkI+FXAxqOu5eSow2NYSbuiPzZvCnh3wsCIKIgFXZdN4UQlEhLoAtUiwfglvsV+mKsbqpTdfgfCzcUIacrxXihvYSBJEajD4W7KdqcN50iVyR5YJFqJN8IcnCJX2WtjiZedNYLdTeayWD1jZOY0EDjSAIEbMEWaoKNPjNNRnpTJYLFvpukv+bSAxjdVPOFCLxGlq4KRSXZN6kPBYEQUSHkx80k4coSJApxAWwLiLbtxysNBZyfSz0c7qjVkjwpwKF8wlJ4wYTBJESAobMm6HXhKnCLXNHdgsWYc6bKWxMBmDUWNiDwcfCFZomXWPhIUsIQRAWmDlvioKEW/wAs1uwCE3xFBUih4CVxkJmuKlWLISPspB2eumwicDjoagQgiCsMVY3tRAsXDJ3ZLVgERA0Fi7pszTG3MdC6hVMNBbp/LDxbSNfHoIgrOBNISxZlrhpopTeLkAsm04TfnIYHgIHfCw8Mk9sEwY/HqaxcIk6kyAI5zBL6S1umtyyRmW3YBFmCklla9yPwfmIe11uVAg7p+IqjQX5WBAEEQkzHws1IB7jZIsSJ7sFCyGldzovUG7A6GNhm/smAKPGIq0FQt0lhHwsCIKwhJ8XWOipaPpwy9yR5YKFMfOmS/osbTFk3rTpXro386buwuoWdSZBEM7hN4SbWkWFuGPuyHLBIviTokLkYMhjwb8h0RdCNdEApHO3aXksXBLFQhBEauDnBauoEHLedAGsi7whlQUJFslhrG5qU+ZNzRTijsybmrMp3BHFQhBEajCk9A75UohThVs2JVktWLAJ3quFAaawMRmAE7VCjOdNfw2A0Xkz/dtLEERq8Bt8LMgU4loo86ZcrHbi9oWbhl5L437TapsoCnwhCdZP8aYEQQgETHwsxNogbtF2ZrVgwVAoj4UUjBoLuxNkuSOTpZ4rRddYuCVkjCAI5zBm3gz+FKc2KkLmAtji5yPnTSkYokK41+1I6c3lm0prgTDAaSw0zZhLJgeCIJyD33BYOW+m8VRnIKsFCza/e8gUIgVew29XdVMtLwS4qBCJp5eNHhXCaSzcMjsQBOEYRudNJlgYj3HL3JHVgoWWeZNMIVIwVje1yRQS+slrLNJZ08SnjfeGnja3qDMJgnAOM1MIFSFzIaLzpkv6LG2xrm4qD80ZMvRPvG66oSVhUwAfhTUTBGFBwCSlt2g2dYsZNasFiwC3mwz+7Y5OS1dUg8ZCJ5ujQgKcIMRMbo3+NG4wQRApwVxjIRxDgoUbCJlCQnfBJX2WtlhpLGTCn9fjSX8TFi8IeV1guiEIIjX4TX0sRFOIo01KmKwWLCilt1yM989uHwvFJbVCgj+DmUJZuGn6tpcgiNRgagohHwv3QT4WcjE4bxqiQmTWCmGmBT7/iLTTS4f3sfBSVAhBEBYYTSHB38NTertj7shqwUJP6c3CFt3RaemKIym9Qz95H4t0VgAYo0IojwVByGTRlgM469l5WPbroVQ3JWnMTMmidtMtyfWyWrBgXUZ5LOTgRLgpn8fCDeGmeoIsXTPWSAONIKQw4ZWFWLO7Epe/ujDVTUkafsNhWSskjec6nuwWLJgphKJCpMBL13YlyDJUN5WaeSsy327Yh7s+/AlH6xrj+pxe5p00FgRhF/WNLtnKR8DMFCJOFW6ZO3ypbkAq0RJkcT4WqqpK9QnIJnhhwq7xry/Uuo+FEwLhpH8sBgC0LMnD/55xXMyfC3A+IZR5kyAIK4xRIcGfYsSbS+QK0lgAuimEf81J9lbWZkSkgJUpRGqtEN4UYnJdu9l1uCau4zU/Ho+usXCLnZQgCOcwq25KKb1dCOs8L6ehcLrb5m3chxMfnYPr3lzm8JXlY5l50wZTCBS+uqm888uGCYwG502XTA4EQTgHLzSw38PKpqfzZMeR3YJF6CevsXB60n913i8AgK/W7nX0unYQMLERyobXWKQi82a8ZjKWZNPr0QUhyrxJEIRIwFDdNPgz3BTijrkjuwWLUB/5UihYZBKqQbCw6Rqhn4qSmsyb8Wpf2A7D69HHGY0xgiBEeI0FmUJcDG//Zrik39IS/iHgVXZyi5Cxc6ZGGIz3u/CmEMq8SRD2kAn+9vy8wH4X5za3rE9ZHhUShB+UtJtMHINXM3cf5T70el4ITwoyb8b6XRr9ATwyay3W7K4EEHLepKgQgrAFr8sli7AqpixBljBXuGVTktUaCyZZ8IPSJf2WlqTKx8LJPos1wuWj5Tvx2vdbtb+9iqIXu6NBRhBScTKnjR2IAoSe0pt8LFyHuSnEHR2XjjiSxyL0M5jHgl03/Xws9lXVGf72eMgUQhB24XH5SibOCWxKCwih6W7ZlLi8O5JDLEIGOK+xyCRBxqCxMPhY2FGETI+ysPsOGr5LjF8lx2s80GAKccnkQBBuwe0aC1ETYeVj4ZapI7sFC5DGQiYG502bfCy0szqYebPBsG2I7cvkeo2PliFBFo0xgpCK230swvJVUFSIe+ErTzLcIhGmI0YfC3uuYZ55055rMfg6BJ4Y569cn9fwt1fhM2/SICMImbhcrgibwzRTiKixcMnckdWCBesjL+WxkILqhPNm6GewCFn4de0gkQJHuT5rjQWNMYJIHn6R9cYq8acp4VEhVqYQd8wdWS1YaKGL4B0BU9cat2NlCpGJ7mPBJ8iy5VIaDVymzFi1DaKPhYdLQU4aC4JInno/r0l0t2ARFlZqZQpxSZ2hrBYs+EqZek4EmvQTxSzBCxB/GuxYcaoIGa+xaIgxHbc40RmLkNEYI4hkaUjxKrt+zxFc/foSrN5ZkfS5RI0Fq7QtrkduWZ+yW7AI/eTV6jTnJ45VSm87xAq+bLrdz1q936/9HutkJgo7Xg8oKoQgJMI/Rqlwarzi74swZ105Lnrxh6TPZdZ+VTWJFiHBIv0JcGp1pyIMMhljdVObE2RxWib7NRb6+WMVLEThga9uSjXICCJ5+DnGn4KHat+RYK6augR8sETMNhsBVQ0zfbhlT5LVgoW+SCmOqdWt2pAJ8PfOrl25qvnFKJpfjO1RIf74TSGNAVFjwTlvumV2IIg0hp87xefNbYiJsICgdoKiQlyIZgpBaupOZBpG5039d6l5LAwaC+1VeRcwocEgWMRoCjHRWFDmTYKQhxMbGadgJg5+rmR+Fjxu0ahnt2AR6iSPB1zoosNtsD1vpHPwD4HdphCAN1/ZcikN3nmz0WxrYYJoC6XMmwQhF/4paojxuUxX2JyQw+UmD6iqSVSIO+aOLBcsgj/59NBukQjTEf7erdyRvKe0GZopxEHzlSEqpDG2a4kai6ApJPi7WxywCCKdCRg2Mu5ZdM1g38XHhakHTJw33bI+ZbdgwZXg1u31znaczDoaqcbKSiDzlhqrmzqkseBNIbFqLEydNz2m7xEEET/ivFLX6Dc/0AVoGguuFIA/oFqWU093sluw4DrJ43FmkQprQwaZQqyEMpnfUA8R1isaOpl5M+aoEKFJvMbCLbsOgkhnxMfoaF0mCBbGulVZaQp57LHHoCgKbrnlFknNcRY2wXs4tbpbEpCkI47cOxPzle15LHgfixijQsxMIZR5kyDkIQro1fWNKWpJ8rDvwmssGgMmUSEuWZ8SFiyWLFmCl19+Gccff7zM9jiKaebNFLbH7VitlzIFDt58pV/XuaiQ+pg1FtbhpiRYEETyiE9RVZ2zgoXM8iRsSvAoiqa1qG8MhM2pGS1YVFVVYeLEiXj11VfRtGlT2W1yDD3cVElZgiz+cm7Xljhx78x8LOzPvBm/xkIUHrwKRYUQhExErWB1vbOmEJmlCtic4PUoyA1pLRr8AW1N8Gk5cKRd0lYSEiymTZuG8ePHY8yYMVGPraurQ2VlpeF/2qBJibr0mcqOc/uC40TzDT4WjmXelJDHwqP78VBUiDto8Adw6UsL8KdPVqe6KYQJ4mM07e3ljl5frsaCEyxClZHrGwPamsCiRdwyd8QtWLz33ntYvnw5pk+fHtPx06dPR2lpqfa/Y8eOcTfSLrSU3g4uUiL85dwyaKyw0rjIjQrh9EwO5R6pTyBBVljmTUXhdh3u7udsYf6m/Vi89SD+ueDXVDeFMEF0fC8/UueoOURmRVUmQCgKNMGijjOFsPwWbtFqxyVYbN++HTfffDPefvtt5Ofnx/SZe+65BxUVFdr/7du3J9RQO9C7iC9ClrqOc7/GwioqRKaPRRA+86bdkTWJVDcNL0KmkMbCZdQ1uETvnKWYTZdOOnDKzCjMNhtehdNY+ANh+S3cskb44jl42bJlKC8vx6BBg7TX/H4/vvvuO7zwwguoq6uD1+s1fCYvLw95eXlyWisZldNYOJXFUYQfnG4ZNFY4UcWY97GAQ32WSEpvsS8Vzscilea2qrpGnPvCfIw6thX+dE7v1DXEBbjFUS5bMeufGgf9LKRqLHhTSMjH4odN+1HvZ6+HcuC4ZEjGJVicdtppWLVqleG1KVOmoGfPnrjrrrvChIp0h/WRofKkw4s7/2y4xTHHCkdMIaGfiqJoJ3bSxyJm502TNrExFmtacDv49487sWXfUWzZ9wsJFlEQa1F4ZRrViaQxe+ydzGVhhykkGBUSFCKe/HKD9j6LFHGLKSQuwaKkpAR9+/Y1vFZUVITmzZuHve4GAtzuV6s8mUpTiEsGjRVOJMhiswlf6t7JPBb1IU/taB7hZn4Ueh4Lue0j7IHfZDT4A/B63LVxSiVVdY3weRTk59h3z8wW2ZoGl5pCOI1FjsmJ3RaqntWZN8GZQthmxOmOy6QKfY5HhTiVeVPQUrB+qm2w3h2ZCQ/pILzymf2IyPDPY6z5S4hgau2+93+B4//8pa3PptmZndRYyHyS2PDycFEhPIW5QQHNLUtEXBoLM7755hsJzUgN/CLlTZHHPj95ud2ma6mxkPi1mCnC5/Vok5YYgSEbXmMBBB0475+5Cm8v2oYvbjkVx7UpCfuM2b1Ih10Hn9mPiAzfT7GawAhg56EaAEFhrDGg2ibMsmesRXEuOjcvwrJfDznqvOnhTGOBgGr4O160PBaKuYmlSX6Odh03kNWzjJ55k0u37PDi7s8gjYXVrZMZtcH8E3g1a00EzYEMRIfNhkAAby/aBgB48ZtNpp8x68tUCa88Pk6wcIu9NlXwEUCxOu0SMPii2CmQMVclRVG0Hb2TSbJ4ASDZsu28KcRMO9akIMdwXLqT1YJFgLPXp2o3yS8ybhcsnBj0TDvh8+iTid2e4GEaC+5vKwcuU+fNFAmvPDncpF/XSItlJHhTlzgGCGtkLriRYBsWj6KbCo46Kljovyc7PnjnzVqTMOcm+UHjglv88LJasOA1FqmyfzdmkGBh1X6Zt5TPRFeYG3zY7N6liDsIvs+snDhNnTc94Z93Gt4UkgmCRaONmgT+/qSyz9yGxyGNhR56rqAoNBfUOGgKkRnRx2sszMq/M42FS+SKLBcsQj89Suo89vnF2C3SqBVOzL2NXFy3UxoLUQ3O706sPMPNFqJ0MIV4DRoL95aZBoC/zduC3vd/geXbDtlyfl5jQaaQxLBT8GPTpUcBCvNCGgsHnTf5TWiyG1KDYGGisShhGguXCLjZLVhoppDU5bEwDE6XDBornLDZ+01MIfX+gK0Tv7iz54UGK38ts75MB1MIP97cnlny4f+uRX1jAPf8a1X0gxOA73cnTCEHqupw1OEKnXbAj/0GG+c0vSSDgnxfcC6odVBYlrkp1KJCFMVUk8icN0mwcAF82XQtK2IqTSGu11hYmUJkOm/qkn1Brh4jb6c5RPQ054UYq6RJkRJkqWrqHCczMYRSZj4BHl5jYbcppLK2ASc8/BUGPjTb1us4AT+07dRY8LWemFOyk9E7hoi+JMdHQPOxMNck6qYQd6wR2S1YQHfeZPZvpyVC/kFwizRqhVXzpYabhoyZOd5g6lu2WNtpDjlSaxQsjLtXC8EiginE6n0n4C/rdo0FQ2b5ah5+grfbFLJhzxEAwbHlds0lv8GItbZOIuimbEULabVTkBHhhc1ku8xv8LGIoLEgwSL9SbXzZiCgYk9lLfe3Y5e2BScyb/o5HwtFUVCYw8LM7FMhi4JFTKYQk3thcGpLmWDBmUJc7mPBsCvlFy94NdhsCsnz6dq3KgcdEO2AH2N2pq/naz35QjtDO00vIjK1zXxUiBnMx8ItMmdWCxZmZdOd3Enuqaw11qFwuWThhEzGh5sCutOWXaYQVVVxpLYBAJAXyojH714tw00j+FgAqYtHNwoW7h5vDLtMIQ0Omo3471BVm0GChZ15LDTnTUWr/umUxkJVVbmmEE5j8bffDQ57v1lRrpTrOEVWCxasi1KVx2LrgaOGv92S/MQKJzJv+jkfCwBayKldSbLqGgOaOrd56OE2ChZW7Qz+HNy5KT67+RQA6WEKMfhYkGAREacWSMAouIgaMrfBD207TUh8pWO20XBKEyheJ9m5W9NYeBScemxL/PzAGdp7hblebVPjljUiqwULJlkYSlo72HF7OTMI4P7iVJZ5LOzIvBnaoRTksDAzeybjypC2QlF0ByrebmyZxyI0ji4d3BG92jYBYNRupEo5xQ/vjNFY2GQMUQ2+AvbeK17Iq6prsPVadmM0hTgRFeKs8+biXw5i1BPfGF5LdqOgp/Q2zmsAkOvzaPOMW/zwkq4V4mZ05x/d/u3k4i46z7ll0FjB5hOfR7FlQgkEVG03xGyqeTnBn3btvtnusTjPp+0aGuMwhfB+FT5eY5EWppDM8LGwq5o5L/zZbQrhBZdKt2ssuFvlhMbC4LzpgMR+xd8WhY2HZKc73hQCGOeNw9UNhogyN5DVGgujj0XwNScn/PDB6ZJRYwFrv08oOiTra/HCCnvQckIChl07IyZYNMnP0bJWxmYKMfqCAKLzZmq0Bbzw6mRdBTuxKyqE17TZbgrhNRZuFyy4B/7RWWtRLmhmZWHqvOmAxsJMyEzeFBL8yW9UWJ6e4jxfWuTAiYesFiz0PlI4idBBwaIxszQWmmDhMQ4rWd+Kvz9swWZCjF07I2ZiKcrzaoIFb0KwqmhoprEA+Oyb0psaE/zw3nekLjWNSBJVVQ2LlX0+FvrvTppC3O5jwY+x1TsrccPby225jsF5M8WVg5O9rq6x0F9765oT0attE7x4xSBtjLtljchyU0hqo0JEydct0qgV+oNuz/n5Xb5XEyzsta2yPsr1eTQhhk+cZPVV2UQh3guvosAPNWV9zV93T4U9O0m7uetfP+H9pTu0v+0KN3XUx8KfOT4W4the+ushW67Da5Ts3mBEQ5bzJu/gPaiT7vi963CwFL1blgjSWCAoVKQiKiRMY+Fg1jg7UDVTiEd8Q8r5+b5h2gNWrdOuCYUJLD6PB7mha/LJuKzU8PzY4mHKnFSFjfET4G6XCha8UAHYaAoxaCycM4W4PVrHKZOuMdzU+cybhrYk2WXR8lh4yBTiHvhwpVREhYiLoVsGjRXsQRfTXMv6Vvzkzi6h7VRsWqiZo2aOV4+Vr2mI7mPBl3TmYWailGXe5K4rRiW5Fbs0FgEHNRb82K7PkA2G3WhaQY++wUiZ75KkImSWgoXHeFy6k+WCBWcKSUFUiLgzcUvyEzP2V9Vh1c4KAMZEUDLhHSLZLjXHGx6pIZOGgK6xYNfic2ZYfVW9KwWNRQqchHn4IeZWjYVIZvhYcHVJXB537tg0pm0MdY2zE86bZiS74LN254ja3hBM4EhlnaF4yG7BIvRTQWryWISZQlwwYKw469l52u9FeV7De/KiQoL3i9eI5NisAmWTvM+r6IIFl3LZ6rvxQitPqqroMvjr7q+qc73aHbAzKkTHbi0C72Ph9hLtTm2QeD8m9mw68VyZDbdkv3MD58tlhjFrb1KXcoSsFix4VZonFT4WwmTl9GIjU/It5yIM2pYWGK8jyRjC7g8v1TNv8AabVKC6j4UeK89rLCwLr4V+inNQqgULUXAuP+J+rYVdzsL882G3FoHfaadq1y0Lp4a21j1cSm8nhDIzc0Wyz7MmWHgtTCHcNd0QGZLVggUfO8zWqlQ6bzqpLdl+sBqDH/4Kz8/ZKP3crZvkSz8nYCyZzrDbaatBy/Tp0a5VU6/3W7Q05mHOmynOoCc2162RITx2Zd500seCD2F2vcbCaR8LLo+FEym9zUZbspdla4GlKYR72Q1+FlktWPDZzlJiChGdNx2cT574Yj0OHK3HU7M3SD93Qa6Qx0LSLTVLOmV3ueRGzfapaFEhfLjpR8t3mgoJ0UwhqZocRHPbngxw4LTLx8LJqJDnOAGfBItYrxP86XTZdDONRbLfuT6KKcRQDoAEi/SGD/FJhSlELMXsd3l1U4b44MmLCgn3sbC7XHIj57zJBBreFLK/qg4zlmwP+xynpTWQbqaQjNBYOFCEzM7Ffut+YzFCMoXESkh4Bxx13jT1sbDZeTMdChjGQ1YLFmYai1Sm9HZyoyKGhMpixDEtLEOmkiU1GgvOedMXnscCABZsORD2OT2U2TzzZjqEmwIZIljYZgrRf7dTsBBDJEljEet1gj+DGgvnnDfN5s5kr8uignJi0lgkdSlHyG7BQtNY8KmWsyMqRPbizxb7Jy45Puw92bVC+ARcutOWvRqLHC7ctDqGEu18Vlceb4p9LMTL7iZTiCXGzJv29Zd4brcLFk6FQ+rOm/o8kKo8FrI0FnmW4abctVwgWWS1YOHXnH+U1OSxCF2MTYxODhiZCotAQNUW4Dyf18QUIjcqxGdmCrErjwWvsQhdtzaG4l1sfhNDIbVxliofi9A9bF6UCwDYmwEaC7uENNUhjYV4btebQhyaQ82cN524d3UmIdrJfmc2BnJ85hOzwRRCPhbpDRsMqXDebPAHsD8UopnvC+Z9cHIXK9MUwpt0cn0e+2qF+MOjQnJ99kaFNHK2T80UImgszHZoluGmbJylrAhZsGVty4KRO3szINzUrkgAp3wswgULd2ssnFr4+GyVTjlvNvgDpvN0st85WlSIoij6BpQEi/SG97Gw23nz7UW/Yto7y7VJ47o3l2FLyGmrIFQe18kBY1WVMxF4CT7X6wk/tzRTiJnzpr15LBq4a5o5b1phFRWSco1F6LqlBTkAgKN17i+dbpemz+hjYV9/1TeSKSQZFM6UbZcTN8NMWwEkPwbZ5sxKsABSb0aNh6yuburnJn+7nTfv/Xg1AGDUsS1xyeCO+HpdufZevs/5+hEy027XcemIc7zhrnSyvpXuY+FcHgstQZZX0bQjdYJgESnzo2gW8qXAl4eHXbYkLyhYVNW5u0Q3YJ/Ggj8rmUJix6mhbdRYODOHis++3pbkzhst8yYQFJ4aA2rKCq3FQ9ZqLFRV1WyoXi5Blt0T/pHa8Im8OD8o3zmR3IUh01zB1Hh5Pk9IZWeTl76WIEsftjk2O21pRcg8Hs2OWxtDGmw26Yl3gmksnOxrHtauktCYq28MuH6HbJ+PhTOmENGJ2+394VhUCHebfJzG2U6NiaidZSS7IW0Iaa1yI2ksUpwDJx6yVrDgJyMnTCGROL5DGQCHnTdl+lg0GqXtMEtIkg/C7ooazNu4j8s7or9nt9NWA6clYUKMuBCY+lhYOFkwZUuqw01L8nO016pdbg5xxsfCzqgQ0lgkArsMXzYdsPf+McGiJM+H1Q+cgRHHtAi2RVKCrIimkBRvSuIha00hfN94UpDHoiDHi5oGPx4+vy/W7q509NqAXFMIeyjyQoKFeOpkv9YfPlqFuev3oX/HMgBG84LPoTwWOV5PxIdeRJcrzPNYpGrXwcZ9Xo4HuV4P6v0BVNU3orQwJ/IH0xi7Ess5FRXCnh+PEuwft2ssHC+brgD5OfqzWdPgj2hSSAZm9s3L8SLX59HmuuTzWMRmCgEo3DSt4Sf2YK0QZzuNDaBh3ZunZMBIjQphD4WXaSzkmkLmrt8HAFi5/XDo/Pp7uinEZh8LjxKfYMFNejyp3nXwWh9Whbba5X4W9mks9N+dyGNRlOsL/e1uwcIxbVzoMoqiIM/n1eZUO/2GahuMmyhZCe+0cFOLImSAbu5xg8YiawULgylEUfTiUA71Gbu+8drODRiZfhCitC2eW/a3MmgsQqYQu8p/80m5fBYPvdm9VFXz95hwIqZzdwom8HgVBYWhhcztDpxu97Fg5y4MCXpucM6LhPPOm8G/S/JC49nEj00WzHkzL6QhYZrfZKduvbppdI2FG6JCslew4DUWHufVTJpg4VG4AePIpUPX1X9PVnVZJwoWwvuy5SVesLBdYxHQdxKRHnoRzRQi3Ay20xHTuTuFHgmloDg0Ebs95NSuidbpPBZM0EvV2JCF0ym92YzDnOCr6hpsu2ad5qgeFAIVSZvCmEwhLgo3zVrBQuWeXW8KipBpWSS9Skrs7ryPRbJq3nrhYbOrVgiDLyGco4Wb2pV5k5lCrH0szJ03zaNC2MRhl4YlGmx4ez2KZgo5Wk8aCzP4brVTi8DGQmEon43bTSGOpfSGUWPBBGWzyDtZ1DWKppDg68mbQoKfj+i86U1tDpx4yFrBwi/6WDhsjtCSPSlKSlRcfFRIsqGa9YJ9MDw/ltzvxQsuTJixSlyTLIYiZBHsnyK6xsL4Gab1SNXiwft+FGkaC3cLFk5EhdipRWDn1nwsUiR0ysI5U0jwJ5sPmGBhVm1YFprzpuBjkYwwpapqxiXIyl7Bguscj8e5PBZAcCDxO8dUDBh+cU52Ymb3jPk7iKGsdppCCnLN02zLQi+briAvxxvz57Q8FoIswiYOuwShaLAxpih6JlG32/Tt0v7w49ZODRPLYcB8LOzOHmk3jmlehWeMzQGfrd5jSNonk7qQ82Z+jmAKSaLPeI1xLFEhJFikMXw6b0BfFJ3wuOUHhs/jSUkODT4qJNmFxW+xiNoFL7ewB7w6hsJgiaAXIfNY+ljsNakQqpdNN5JOphCWaMwNqlWeolyjgGeXUMnfFVsFC1Fj4Q84nhZbJk75qYkai+0Hq7X3amyaD2pFjYUEp39ee0nOmy5HEyxCA0Mvv23/hM8LL16v82aYsPYk+Z3FB9x2Hwvu/MzhLZaKo4nAHBtzvR7L3cSSrYew7NeDhtesokLYOVJlCmGTvkeRZx92Gj65FxBc9O34DvzOu7bRb9tirztvBgUmVXVfn/A4HRXCpPdD1brTJgsLlQ3TWDDtJdvkJDM2+LkgkrlV2wi4YGxkrWChq4SDf+faXHPC7NqAs+nEefhrJat6VQXtj+zMmyL8Yl3ANBYN8if+ytoGrAklL+vTrom2SzHj3cXmdl3xXqReY8EEi9Q4DcvATMCrtUFrwd8XVbXPfKX5WOTp+QrdkKvACqfGkypsaP7fRcdr79lmChGcN2Vom1n/88XUzHDTRiBrBQu+ZDqgF7OyO9RLUQSNRYrSifOX8idrChGENLtNIry2kFWG9QdU6UmMVu+sgD+gomOzAnRsVhhRsCjOMyax1WuFmDtvpiKkMBBQ8e8VuwAEJ2OPi5zBeMwWLjvMIeJl7BBeAH3HWsCZeNwccpqqPBaXDumozee2aSwsTCHJfGc+wWCk/EKksXABfsEUYncxK4aqGrUFvhSkEweEGP0kvzNvtwfCTSHJfitRiPeYaCwA+XZVtjthJcZZBIoZhYLdXzeFGI/TBIsUaCzmcBV1jflT0n+i4jF7TOywqYvXscuXQ3Pe5MaymyNDIoVfy71O8Cf/iLUuyQNgnxAo5rHwKMlr/diGKFqeHGYlcYM2K2sFC03a9TDBgmVEtL/TGrkdvsfjfDpxwPggJGv+0e32we8Rlnkzya8lqgd5wSLX59GiG2RP/I1cDgt2LSuKBI2FVYhtbgoTZB2urtd+9yj8biv9JyoepzQW4nXscgjUau3keFyVttkKs/6xw4yk57HQ5wPmzG2X2UqPCpFnCtHSeUepb8LmITc8r9krWAiVMtkDnezuPRqKYkznDaSmfoTMrIK83T740/h+snksRA2IqAXQ/CwkJ3ryc1k3gciChZXGQmx7Kn0seKfHusYANyk63pSkMBUsXKyxYIJFLlfoLlU+ODIwG092RG2x6ZLfyDCnSrs0FnpUSPA6mn9cEou9WGvJCpYY0A1CZ9YKFpophGksHPLWV9Xwa6fCic7gY5HkQPULtk7ZLhbi4ixqMPJDi7rsiZ+pKPl+8lk4V4ldp096xtdTuXDwHueHqutdrLEIf80JjYVtPhaN+o7Vyeg0uzAbT7KFfsDc3Mh8H+zWWLBaIZopRILzZo4v8sypaSxIsEhf/IL6PoflsXAiKoSrmMm3Qaatu6quEbfNWIFv1ut29f1Vdbj4xR/w4bIdRlOIbB8LyQmyIplCAF1bIHvXqtcJ0R8TK61F+D00OrSKn0/FwsE7tx6ubkiJ07AM2Hj6/JZT0Ld9EwB2CRbGv2vq7Uobr48zPTOru/qEx8yfwg6Nkui8CegmCvt8LIzOmzIKSGqCZVSNhXvMZFkrWIhRIUxatPuBDkaFBC/uETQWMteaxz9bh49+3InJry3RXnvqy/VY+ush/O8HKw2LfbLfWRVMIWHvJ3X2cNOKlSnEPh8LTtVqIViI91B3LDM2NpVFyHhh5nB1g6vC13j48cb63o48Juw6hTZpxBi8815OilO+y8BsONlhCtHr8fDPZ7Cv/vDxKkPCLFlYO28mfs5YnTd9KfDFS5TsFSyExZCpmRwxhQSMC5YdKullvx7irhk8b2WNro585bst2u/JSvdiuKlsrY94W0QBRreryu07tjPwesw1FsOPaY6Rx7YMHit8Z7PdFJDaqBB+bPfrUOqq2gM8/L0tCCVIs2XhCv20W7Dg60Q4aQrZW1mLv83bgooaudVAzU0h9vnA8EUJmcbiSG0jpry+xORTyWFVhCw5U0goCV8U500275HGIo3R/AJCd0BPkGWD97LwoOk+FvI8i0X4SfDg0WA0gFWIdLIPvWgKEb9HsvKSOFF5RZ+L0J+yF8hGbcIP3xEBQLcWxejcvDB0beO4YS2x9LFIgaqbX6ymDO/i2pTevNNeQY59tWICmsbC3uyu9Y36OHPSFDLpH4vx8H/X4u5//ST1vOY+MPJ9LMycN/O5kN1N5VXSr1kXGmfsOh4J/nH1oUjEaKYQthF1w/OatYIFkzDDU3rL7zT+QVOUcBW7z2Zb968hlaCVqSLZ6pZiuGn4wE8ynFXUWAij1i7nV61kuoWPhUfhNF2WwlT6RIUwYebMvm2Q5/OmJOOrDPTkY7oZzJbMmwGnTCG682aOjRsckXV7jgAIFu2Sidl4skejpI8DRqQkdjKoFTUWErQIDVxUUCS0jZsLzGRZK1hozpseo2BR7w9gweYDqKyVpx4UFzwt3FTwsZCZnIvfnTLBwT6NhSBYSF6oxPsn5slQbIpuEE1WgHHi8nj0UuriQqBamUI0wcKeRcqM6vpG/LTjMLcztk9T5gR8KG+BTY67gC4Os92pXcIge1bzOFOIuzNvOiNYiDWKAKPGwg6YxoJFhcjYFNZzUUGR0AQLFzyuvuiHZCbioOSlxctfXYiebUrw+S2nSrqWcSQ0CoKFvjjJGzH8QGchUpYaiyRDwcRwU3HHkuh6X9vgx33/Xh0WOiYu1nb5CrCcJrxgwWssvIpiqemyKkLG+trJxfzSlxdg9c5K9G7bJNQGsTKjC2YqDl6QzbfJcRfQ+1CL5LEpxw0bO7zGws1RIaamEDudNw1RIfYKFvWC86ZXQlVsXWMROdxUNzWnv9CZtRqLf3z/i+Fvn6CGYmpCGYTnOBCcN20o2c6fiy3MVsO2ui65h559P6tEX4muW3+f/ws+WLYj7PUwHwubTCGNZqYQ7ne+9LiobdJ8LIRzej3OLxyrdwYLqbGCark+IX+KyzQWAW5BYWYKe3bEweswLZVdWXl5TVJuBkSFmIWb2uq8qZhrFO1AdN5kG4tk6i3x4caRsCN60C6yVrCYvWYvAN3BJ1K52mQRn7NGIfGSz4Y6JQaNRUjtblXgJmmNhRYVInc3vu2AebiY+D0SySC5dncl/j7/l4i27EYTU0iuaAqxdFgN303x50ql+UEzhbhWYxH86fEotvpYaBoLr7nwKIsGzklYD3t3wephgXlmVDucN53XWGh5LARTSDLaLOb7FC0qRNfMpv/YyFpTiEiO6BEokWg+FnYk5+IXTCZlW1XkTVZjIYZWigtVoim9rTQQYZk4LUwwkTjz2XkAghPDpJO7mB7D7qGPEzr5XYVH0bUZYaYQi7baIUTGi2YKcdEOiIf3X7HTFMLGn931XXjnPV8KNFqyMbtNVUnOMWZoUSFwUGPBaoWETCHs+ZfiYxFNY+F1z/OatRoLEb4YmGzEIWeV0lumKYQf6GzgWjlvJqOxOHS0Hs98tRGA/HBTq510mI9FEmFYq3ZWWL7H+oN/4HnNllexdt60Eop8Npi94kUULNxmCnHMeVPwsbArKy+/sKQqQVadRGdis7FfVSc3VwbAFyHTX8uzWWNRa6GxSGZsxGwKcZHGggQLDqs6EMkSrrEwOgXa4dDXaGIKsSPc9P++2qD9LjsqpNIicY+YMtyuaBT2wPMCp0FjwdUOsQo3tTKFOJE63grmJOaUKaS2wY/VOyuklc7mVeB2ZV0F9IXLzhw3AJd50efR/F+cCDflufCvP0i7plk/VyUZ0m5+neBPgylE0FjIjOTxB1Str3TnzeQ1kPE6b1KCLJcRLY44UVRhzLFFRUzpLXOXYhYVYke46f6qOu13qwU+0cdgf1W96evhDpGJO29GepTZ98ixECy8igKvxaKjOW9amEJSaUPXNRbBv+3297jq9SU4+/n5+NfynVLOx0d0aYKFjeGMuilE/n1SVdWYedPjXAI1fr77eVcl5m/aL+W8ZoLqkVo7BAs9OoghaixkCpy8kMJMLjI2hWb5csxIRjPrNCRYcPhscuAUfQzE/Ag5Eux0huupqnlUiIVkIcM+CHA+FhLDTWPBrnwMZg88bwqJ5LwJbfEzvswWjpQ6b2rpiJ1pyw+bDwAA3l70a9Ln4nfDBlOIAz4WdmgR+OfU6bLposP6yu3WZsF44LVxTQtzANijsdBuXQSNhUyBkzcX5QnPUDI+MZoGO8r6ozl+u8D/hgQLjmgSY6KI87aVj4Ushy3xeuyBsFrgk1Gt8Tsr2ao6q9LH4tll57FYs6sSr363RUuGY2kKURRL5009O6SV86YqzTQQL3oei+DfTu2AxDDhROC72GO3KSR0Lab2tkPLxJ8zx6egINfe6pw8YhSCLD8LpoG5+8ye+MtvBwEAqmzQWJgmsLNRY8HmI69Hf+6laiyimOI9LtJYZGVUiNWEnuOYjwUbSOLglDNxifY+9kBY7biSy3OvP7haBswwU0hi549118YW/kS+htlad9Zz8wx/51hEhXg9XHKzGGuF8JOHP6DapiWLBLPlOu28KfrGJAI/VhXoGgvZdTz4OUJPkCX/PvG5MXK8Hi3aoNaBzKwl+Tk4VK37MVkJ8vGiJfzyelCcH1xiki0bYIYeXac/k6LGolpimKseEWLMZQMkJ3SK64EV6RCqHitxbdGnT5+OIUOGoKSkBK1atcL555+P9evX29U227DqFxkTnxn8ghdQ9Qc4R5vg5XqdiwOPPRBWmgTZppC+HUqNByV4+lgnOrudEH0W1U09imIZHqiXdBbOxQkmqXLCSlVKbzkaC06w8OgJso5KFiz4W5JnoymED2H1eewTlMwQpztZ5pdGzhmxOC8oWByxQbAwyzMj5rGQqfnRI0L0a8hY7BtNMvyakaqIoUSIS7D49ttvMW3aNCxcuBCzZ89GQ0MDxo4di6NHj9rVPluwGgS2hZtyk6GqqppasDg/aH/0STYhiOdhKk6rAZmUYMGdk92/y4d0xJ/P6Y0LB7VP+LyAdT0NUeNk5dsRC6KpwgxjHgsu3JQLUY7ZeZMbY6kWLNhCLztjqRUyni++qR5FQUm+bsOXaVri74mdFUfruRwWis0pykXE7yPLFNKg5X/RNRay+wfQNbxegylE9LGQtwizDRqfK0NG+LhZhl8z7HRUlk1cppDPP//c8Pfrr7+OVq1aYdmyZTj1VDl1NZzAUrCQsKMyg7+cqgJVIfVccR5LsiI3aZLo3KObQuzVWLBF1Of1YPLwrnjlu80AEo8KsUpIJM5Pdqv0eY2F0RTC5bGIM9wUCN678vpatCrJl9ziyDDnTac1FrJNIR4FKAktXP6Aiup6P4ry5Fh3+TGmmULs8LEIPT/sGnomUft3pWK/y9JY8KaQkryg4KeqkNo/QHiVaEBPXMWQagphGgveFCJh7jbTvJiRb3OVXZkk5a1YURH0Im7WrJnlMXV1daisrDT8TzX8IGBey4CNphBuaQ2oqmZvZGpCXp0uQ6oP11gwU4h8jQW/6xEFM6YNSPQ7xTrRJevUVNvgx+Z9VZbvW2fe1J24ftpRgemz1gIwfl+r0FgAmPL6Egx9ZA4WbTmQULsTRfOx0ExI9l2LF/ZkuJOIGouCHK92T2WGNAbMfCxsdN5kAqqTGgsrX6xk4b9Tfo5H6x/ZkSHaguw1N1UC9jhv5nHCi4ysyfr3iPyA6I7KGWYK4QkEArjlllswfPhw9O3b1/K46dOno7S0VPvfsWPHRC8pDX4h/fSmU7TfHdFYQLc3FucZTSHisYkS5mOhmUIsNBZJOW+G+1gwkrmdjf5AzPfCa+E0GguKEkwOdNpT3+KHzeZx/IZaIYJgwf/98ndbABgXP7MS7+x8K7cfBgD8c0HyYZjx4GTmTd4JcenWQ9i6PzmzqcHHQgneT6a1OFIrL7ujQWPhTX7xsKJeyLroZFSIOB/I87HQNRaKwvlZSI4MMYsKEZMAyryPYp0QwDrbcDxopQOibGw1bZYLTCEJCxbTpk3D6tWr8d5770U87p577kFFRYX2f/v27YleUhr8IGhXqquh7fKx4CfugMHHIqSx4CRVGbsicSfCJgxW3TLs+CQmTH6XY6XxSeTskeoyhIWbJqmxYPfl3z+aJ3Did0Q+g48F0KpJXsT2md0ScZzZNe6scNJ5k0++dqSuEaOe/Cap8wUEjQWgm0MqJS5cvJbR1qgQbhEGnLWjswXtptN6AJCnsagXFkomWMjXWIT7WDQvzjUcI7Oqaq1QJwQwho8nipnmxYzCTDeF3Hjjjfj0008xd+5cdOjQIeKxeXl5aNKkieF/quGLgPE7SicmeFXVHzDmY8Gr12VM8uEaiwDmb9yPfUeCWTJ/e2Inw/uywk2tUoYncvp4dk96xs/4r8Pj9XhM779V5k2PoqB9WUHY8WJIZNj5hAnErlTyVojOm3bGxSdb4E5ETJAFQLPjy9RYmEWFNNiQtEpL5xy6Bos4cCLclAlKTUKCmTwfi5AWJvSdNMHCAY1FjteDVX8ei7P6tQEg2xQSrrHQHe+T8LEwKR1ghpNmsmSJS7BQVRU33ngjPv74Y3z99dfo2rWrXe2yFSYhiqYPu3ws+IVGVVWsDhW+YqYQfkDJULeG+Vg0BPDfVbu0v0/savSJkRcVYnzPKtNnTOeNY5Jj100opTfXxByvYnrd49qUaL/nCs6bZmWaDc0wuQWiLdVpjQWrR+FESu/qBrmLiZggCwBnCrHXx8KOirQNQuh5KjQWzKFSVlSIZgoJ+R/wkSEyaeQ2iDwl+TloURzUJErNvBkpKkSCj4WYCVXEzoJ7sonLRXfatGl455138Mknn6CkpAR79uwBAJSWlqKgIHznlq6IZcsZduUq4ifDxVsPoTykOShiUSGGEMTkJy9xoRB3cmJpYVnOm5YaiwTOG0ktK8oPnjh9BaycSX0eD3Yerja81qFpAbq1LNb+zvFF1nA1+AMGNbrZLRE1FE4nydJ9LOxP6X3URGMRCKgJC/FGHwtmCmEaC4mmEG746c6b8u9TnaCxcCoqJBBQtXlJFyzkO28C9plCNI2FyfNTZINfh5nzphRTiJ+tR7GFmzrhf5MscWksXnzxRVRUVGDUqFFo27at9n/GjBl2tc8WzFRogI0+FtxkuGrHYe13FmaoKFw+BAmTvCg976qoxbuLdd+Wyhrjw5aMKpxflMIcFUM/E4kKieRjIRKvSl8M/2XkeBWc8Ywx62azIqPNljdjsO/790mDtdeq6/1hkQsiYoa9VPlYJKPpiRWzcL9k1Pysrfwts8P2zAuHeQ6Em+rOm86ouxu4DUxR6JrSTCEBwRTCNBYSTVUAly/DZEEuKwgKm1YVkhPBLNxUZoKsaJmf7UxfL5u4NBapqm0gG02FJki6VjvuZOFvG59Ct3c73d/E51HgD6hSBItog1yU8GUVtRHvXjK3sy7Cjk1MER5vdIOh8msjb8pRwu6dWPFWrG4KAL/p2Ur7bG2D3/AZs1sgChK/HqjGPxdsxaWDOyLP50nKhBQLmvOmTeXmecyc52obAijMNTk4BvT8IFxSJJ/8SAr+luR6gxO6HVEhovMmcwy0W93Nfxe2u9+y/yhUVU16/LE05cwUUmK3xsJkQS4LpRE4LFOwYKYQk6iQZIROK5OOSH4oYqimwS+ln+wkK4uQaaYQxRmNhZlANlFwoNScgGyIChEZf3xbw9+JaizEBclq5ys7KkQk3pTefLv5HbVZ/4tx8fyYYdoMRVFQGNpNVNf7o5pCRFvqvI378adPfkbP+z7HHR/+FNN3SIZcIdzUXsEifDFJZsdlprFgfi6yVPn8dQDd/GVnHgvWJ3bmzOAxCBa5+v7yrYXJhz5rO3Cf0RQiO613pAW5tCD4bB6urpd2PS2lN5/HQkJl6kZBuLSiMNRPqip3rNtBVgoWZmFKZn/L0tCYjbliIQMdCzWSqbEoMHEsvPiEDoYHgz8+XqItENrdtDkqRF8gYzueF7z4HfXKHRVhx4qCBS/wnNC5qfY7y4pXXd9ozGNhorOIJMB+uGxHhJbLgU34TqT0NtNYJLMbj6SxqJNpCtGuoy/6dpQyrxf8EZyqfsubQgrz9Pngvk9+Tvrc7D75ROdNu6JCTHws7NBYaGkCuLlbT+mfvPNmVI0FNxfZUYZeJlkpWLBnSlShiaYQWTs5s+qeYmpbn4QBymADtSgvXLAw8zxOWLAQFghxgbIrKiRSSu+KmgYs3Xow4rmNGgv9O3y3YV/YsaIpZNRxLTG2d2s8ekE/g9BRyHlsG4JCTDUW9j92Df4AbpuxAjOWbAt7L9fJPBYmzpvJmCyc0lio2nUUlIXsNkfqGqVrEhqEBFn82LDDWZRx6GhwJ1+S5wsb48nC2s3Oa1seiwhOj0ywqKiWJ1gwIaW0QM/WLDPcNJoTt8/rQadmhQCAVTvDN0HpRFYKFprGIkrYn6wiUWZjji1EDJn1QthCUZgb7kJjtqglagoRBQur0yRSNr3eH/viwxbvmgY/Bj74JS5+aQFWmWgfGPxCGq2cs6ixKMz14ZXfDQ7LBVLAmULE7JAiTjhrfrJiFz76cSfu+teqsPeYU50mkNnoOmXuY5G8xoLfBOTn2OdjoSDoCMi6jC3IshBrhfCLvB3hrYxN5cEU9t1aFWuLMCNZTYlWrVOMCrFJY2Hm9FjGTCE1DVI0Pz9s3o9PVgRD9ku5+8U0zQE18Qy2sZZNB4CTugVTBSz5JfLmKdVkpWBh5WNhl8bCTNUcZgqRWDqd7YJE4QUwFyzUBB+Ke/9tXLTEU7DbmchzXRVHYiXWj4t/Oai1Yfuhasvj+X6NFo4mChZWFOZyPhZRTCHRMuzJ4ODROsv3ch113rTLx4I3hdigsYB+HY9H0fxp9lfJFSzqBR8LQxbeRvv6ZWNIsDimZTFK8nPw/nXDtPeSGQ+qqoY5pNqVx6LBwqQNGIvTyYii+O2ri7TfyziNhSEHUYL3rSEQm8YCgKaxOChZwJVNVgoWVjYt0TRiZ0ZC0RTCPI13V9QkfW42MYj5KgDrwZvId5230VhbI8wUEvqZkGARx+5GL0Klqz0jPaL8BBAtHM3sHpqhq+P9Bp+SWPJY2EGke66r3e1zSmRYRYUkiqZJMJhCbNRYhK7TvCiYcOlABIEtEcRF2FD91sZ+2RESvLs0Dy5UfISajPTUgP2mkEg+FvyGIFkBTXw+yriQJt60nKhA5jep0moF+152+PvIJCsFi4CF6kkUNGSFYcaisRjTqzUAYObKXWHHxkskZyAre6pTpbNjJVJ6ZlG1yXav/I410uRo0FhEM4XEqF3gH3je9GOexyLyBCJDdWslKHoUfVywnb6dk9RRl2os2ByhCRahGhQHZGssWB6LkEOtoijaYmWnKYTlsmFqfX5MJiNo8p9lC36JXZk3I/hY+DyK1nd1cZhVzRDHK2864ufYhgT7qyEOU4gdY90OslKwsFp4xWyAsjQWZmucqLE4vkMpADkTVySbnZXjYLyChdniF2ZOCT3ZifhYxDMJmSUXE7/PS99uxqgn5qK8sjau7xqrKUSLTGg0VmU1EyHM0oDzyPDtsRq6fP87sfsxiwCpMRE2YoW1lX9U82zQWDCYAMNMIQdk+1gIzpv873aaQtjzxRZ9WfWKeIdTzRQSKl3gRK0QRlBAkzO+xc+zewbouTqAxGvJRNK8iORy80w6k5WCRawpvaVFhZjM8nz9CYALaZOSx8JaYyHLFHLUZMEQz5CMKSSeVLxm6aHFvnvss3XYeqAaz8zZGNfCHatgkcvt/tUozptmvi88MhZ6K58ZXgOT58Aktetw0LQ39dRu2msVSYQAPv75OgDGRHO2aCwEzQjrM9nCi5jHAtAXZDtNIUwjWMLVK2JjNZloFD4Pj1bdNN/5PBYAkCdJsODHVZfmhWhZrFc09ngU7Xsmet/0DKIxCBYOjA0ZkGDBEaaxkOa8afz7wkHtDSFLgNzdo+hpbriOlcYiykOx83AN5q4v1/5miwNvY5SZDyGSYCFeRXTCBaz7rtEfiE9j4Y0sBDD4RdoYbhreNrNoHR4ZY8DqG+b4TDQW/oD0nAk19X6c9ew8LTfIJSd0wNUjugJITiu3cMuBsNfsjgoB7CsOJvpYBH+33xTCnq9ibvctJXQyoIcDs/m0aWEwqqa+MYA9FbUJn1vEzxJxWWyWZNV4YflRCnK8+OLWU8OcrzUNU4KLfTxRIfo6kd5pvbNSsGi0UKGJC5RdGov7xvcOO0aqYGGiXmVYmkKiLCzDH/saU15bgm9DuR5YfDgvIImn0KJCYmq1kaq62He1Zl/JSiuhQIlr4oxdY8H5WJg4GPJE01jIcKa0Gru8NznvmCpbazF3fTnW7K4EEBTgOzUv1PwUkomsYEnJmJAC2KuxYH2Yb1MNDy0qxBeusbDTFHJEMIUAcit18otvYa4PfdsHTb0/bN5v+rmErhWleJesOZWNq6I8X1hyQUAXbBLVIrDvEYspxAktowyyUrCwNIXYlMdCPIvZAMrzyVNx8dUFj21dbHiPXfuNq4bi+pHdtddjFaIWbA7uGJnGoolBsBCjQkI+FkmYQsx2I2HVTc00FhYXVRTzvCKMnm1KcNVwfdGK38fCr90Hq2kimmAhY9KwruCqt4r/brJVq/lcPYXSghzk+bxoEYqs+PLnPQlrSFi9hiFdmoZdS6bGQkyzbFdlSS1LJTfONcHCVo1F6PnN53MyJB8lZBXh0L9DGQBg876qhM8tYrVBZOgmpeT6TK9qaiXABMdGovdNzPsRCYoKSWOsUnrbZgoRzmOm8mIqd3HAJDKR1XOT4nOXDzS8xx62kce2xN1n9tRMI7F+V+aIWVET3HXyGguZgSXMuYyf+BjiA2hmY/VbPOSKElnV+9hFx2NQ5zLt74Q0Ftq1zCeKqKYQCYu8VVfcfWZP7XfeLBap6FtC1+cawBZlprE4UteIb0yynMaCVq+Bc4C1Q2Mhav3sqiypCehmC7xNi0eDP6CF/BocESWUFbCaWwskV1AFrDeIDFmOjswUwhcfM1xH66/475ufK18fnymEBIu0g6k5w5035QsWHy7bgbv+9ZPxOhGKXfED5uddFeh53+d4dNbauK7ZyE2KPds0wSfThuvXEewG8RaiYkLS3spgPH/rUOl3IDz6Q7+dCUSFhDQWvOBy17ie6NayCNNGH2M41ux+Wk+O4RVMAWDO7SPxybThGNCxzLADyrMwHYnwi5tmCrE41hHnTRONwA2juuOaU3QnSkVRDH4WMuHzV7BFpWWJ7vS2bOuhhM7LFkR+92iHxkJzqAstGgU2OW8y01SLYj03Qq5ms7fHFMI7z/LRaboTYhIaCwstgh31VrSdvpVgIek+6hoL8+c2J4lnaG9l0OfE51HC/O7MkKnZtpOsFCwaLdR1YXksJAgW//vBSmw9YMwCGatg8cQX6wEAr3y3Ja5rap7modj4Vk30Cd1qtx+zYBE6bHfICatNaX7Ye4xkokIqQ4JFCfew/X5Ud3x9+yi04LyyAXNTiJUjqaKEf9dLB3dA95bF6N+xDIBx5xCvKYTPY2HWLkBfpKyQI1gY/y4tyMGd43qGHWdHAS/AuLNnlXz7hezsQPR7YEVdSGPBh+zm2VArhAmmWjlzm5w3D1QFBfTmxeHPqF2mkK/XBp2wu7UoMg1zlVNQy/jc6AKsPC2wttO3EP5zJPtYWJlCknHe3BmKmmpblh9Tqn9tAyNZwyib7BQsLFRo4mJUZ5Pnrdn40dR23OBM1FG/XrAPs7z5QPhDpgkWES7G28PZPdoTyhDalhMsrJw3E4E5b7Yvy49ypPkCHmuCLCA8rwRfQyYRHwvt9Bbf30rgYMjYjYjf0WpXZ9cOiC3AOV4FvxvWBUBQQzJpWGfD+/FiqrHgFpBE6zWIMDME8/GxyxTCImSaF/HZHJnzpj2Lx7Jfg9qis/q1Nbwuo16RlcZCVk4J7TrcZGN3uGl9jIJFItfZeSg4j7YvK4jpeLs0jLLJSsGiwcQTGwifjCOFRu2uqElYo2Fme+dVhWwhT3SKFO3DvCOdmGI5Fo0Fv0iz53lPpa6xGHVcSwDBnb8Z8X4P3gZ817ieGNKlKR4+v6/l8WYbFqvwWQXhQocoWPDmnSFdmsXUZrPQTSvxwUqdfkyroKOtjAyF4iRnlusD0HdAsmsPsAX43P7tDRN/Qci/xCzVdywwzYqZxgKQN+GK2RB1wULehF7b4NeiM3iNRY7NppCqUIIy3vwCIOl8DMHPmvtYyF4Q+fnK0hTiS1yTwFNn4tdjuE4STq9MY9G+rDCm4+0wKdlBVgoWrFNEfwNRY7HjkHndjrnryjFs+te48Z3l0tpkyG2f5ITCdjpsB8ILMmI1z1gKUfELIbtHh0Phps2L8vCPSUOw6s9j0a2lMQJFjwqJ7/vwGfralRXgg+tPxhUndbY8Pt6okGgai97tmuCD64dh4T2nGfwCIsHGUl2D7mNhpZkwm1w9CrA3JMje8Fby40o0C5jl+gD0cffbVxdh5fbDSV+XwQSHglzjM6aVl29ITHiqNdk95nO/y/KB0DQWPqMpZOX2w9JKcTNhLseroInBidLePBbVoTmgUMj+K8MUolUc9ZoLFv9ZuQurJZT85hfxaM6b6WwKYWtMh6axaSyYA6ld2nRZZKVgwQaKqLEQHygmTYown4fPVu+JeJ3GOAaaMadAcNAkGpJnls2PMbBTU8Pfvhg0FnzRKHYcH3/v8SgoMYneiFgJLAJsx16Q47XMu8FjGhVi8X08SrjzZr6Jt/eQLs0M/iPRYA98UGMRfM3K4nHRoA4oK8wx1IvJ8Xq03asMdbuVyUuEH3f/+P6XpK/LFnaWtluMgOGrwMaLqqra9+KFQZ/Xo30/WX4WbFFnJbl5Aemv326Scg0WUt0kP8cg/Ms2G4iwrLlFQt/oqfGTT5AljjfeCXrya0sSPj+j/EjQNyXHq0RY8ENjIlmNBYsKiWYKSUAgY8Xg2scoWPAOqbLMfnaQlYJFvYVgIe5yrQSLWJxsAOC7jbGH1PFCQDwTiqqqWL2zwlCeukFwPAOAH+7+Dd655kQM7WpU7TNHwzW7Ki2vwUvHbNHjc2VEbWPUI4xUhmLs+ayAkYgnKsTUFGLh7R0PLFy4rkF33rS6My1L8rDk3jF48pLjtddEAaoyQhG2WBB3TzFEsqFdjHZeK575agOO//OXWLH9MH4I5TspELRBBUkIFrzQIGqZmNZCmsZC8FPiIwK2Cc7YicL8iMS6QVqiKpsWDjZXFOYZ76FPosZCDJ1kRdYAYH9VchVi/7VsB0576lsAQGlBrmVYd66kInuxRoUk4hPD1pgOcfpYAOntZ5HRgsUv+4/ih03hmd603baQrlncyVpV2IxVsLjq9aUxHQcYc87HM2Bmr9mLs5+fj0teWoD6xgAqahrwzqJtAIyLVbuyApx8TIuwz7Ow0TuFkFgeXmPBJm4xgZAZYlTIln1VmLVqd1RNDDOFlOTFJliIixcQWQMTzRSSCHmc862usbAeJzlej8FzvjEQwIypJ2l/77Qww8WKOJkW5pjfy03lesKiWMLdIvHMVxtR7w/glvd+xM8hQVWM/ddMIQkIFrzQIO4eZUeGiOGmfJ6JY1uXmH4mXqrqgt9HrHTMornqGwM4JNn3BQCq68w1Fjk2aixiTY0fC9M/08Pv+UqjIrlJmCh4NMEiWh6LOK+jqqpWSydmjQUJFqln9JPf4Ld/WxS2G7fSWIg7hKN15pNfLMViEkG0CcZiCfn3ip0AgJ93VaLv/V+g/wNfau/Fok2IBV5jwXaakdKGM8SF9cZ3fsQNby/Hq/Mih88yU0isGguz0EUrwUJRwlN6yzA9aFE9DX4uQVbkz/DjqLYhgBO7NUff9k0ABIXiZBAnnaI884mdH/OyQtj48GrRT6kgJOAkcs/ZBO/1KGHjTrbGQhScOzUv1JJJydIjVJnU6+Cv+eSX6zHwodmYvWavpCuGrst8LHJFjUXyzpt+iyySsUZXxUK3Frovl5kZU7xm8hqL4JiyqrOUqI/FY5+v0zZtrZvEZnbN9Xq071VemZzmx04yWrBgsJoFDCvBQrRZHbUo72zlYZ8seaJgEcMUxqvnxMUk3of53cXbTLUJvMaiut6PeRv3afUeYklDy87I+uHJLzZEPF5z/ItRkxBNYyH2q+ikm0wZbwbru20Hq7XFLdqdMRtHgzsHTVUfLd+ZVHuqhe8kqtsZ13FVR2uTcAg7XG2+s774BGOkUKI+Fg3+AK79Z1ADaGbrztNSbssRjupNTH2XnNBRa4sMmClE1Myx78d8MP4WRRCPF3bvxTGhZ95MQmPht9BYSBQsmnPRLIeOWpsMmSYhWcHikEldJJ5EfCy2H6zGy9/q/Rqr1lRRFJwQ8pNbILHuimyyQrAQF0uruORwjYX5ghOLxiIRr10xBS3fbCvzgZVDERBbitjBnXVnzns+WqXFuPPwyZMqaxpw5d8X622OyRQi3P8oEzNTk0fLUMkweyj5yZH3nVEUow15UKcyXD60U0zXiQTru+p6P855fn7oWpHHyb4j4TuO8ccHcwus32vt8xILYvioqPZm3DmuJyYMDi6Yyez2tx0M9zs4uXtzDBKchXVTSHzC3Kc/7cJPoUqpZv3N5xGRQaNmCtHHtxatIUmwYIKDuMC3LTWqxVkYsgxUVdU2TEWixkJCuKkWFSL6WEjSngJGoTRSmDSLeknWX4lpBvhEgzyJaEa+Xlce/SALRvQImrTnm5j504WsECxE6i2iJkT1ebWFKSQWH4uqCGW/rYgU623lyBVpJxDLw/zgecb8EFtMVPC83Vp8kCNpLBJNkFVtEVFghbkphP+dEyy4lN5jerXCRzcMN+QQSBRec8T6Ktr378EtGCynALPlW429WBFLk1tpLLweRXPaTMY/wUwta+YMyvq0Ks7vt3b3Ee130ScBkK+xYItrrkGwkJtfwsrk17GZMadBtIRq8VDLhUOL4aYynDcbrKJCJGoseP+cSD4WXZoH72OyZsV9R4Jh4K1KzM0ViZhCth5IvE3DQ75yP2w+IK2elWxim7kzDMuoEBNTiKqqYTvPWAQLK/+MSLDFie0c+Y1+gz9g6s8Q6YGNJVRTtFHuNUkKxu9k9wke3bFcI16qG1gOhGRMIfpDLgplVg5myWAm4EVbEPp3LMM715yIfVV1OKlbcwC6L4SVGS4W/AEVBwXTRLGFjwWQXK2NQEDFg5+uCTM3AnquEx62EFTU1Js+W1bwzqxmGkP2HHy9rhyn924d0zkj0WBSh0JXeScuvHy/aT/KCnPQp12pphEVTSEdBUe+RJOJmcGPK/G5kZE/w9LHQqLzZjWXA+WF3w60PK57KK/OZs5BORGYg3sri5w2iThvJuOU2699KRQlqPE6UFWHVjH6ZzhJVmosrPJYiIJFQDV3MotJY5FA9kT2oJs50Vmp2SJpLGKRZsXF+z8/7TL8Xdfox8P/1b2wRYuMqPLkYWtGvOk45JhC9IvyqmtF0X0sYjEVxYqZgBdLNsuTj2mB8wa015y3mMmitiGQsMr9UHV92D0Xd6c8er2Q+K/35Zo9eP2HrVj8y8Gw95oVhe8mmxYGNTMNflXLpxALBnW2yePHrv/u4m0xnzMSrFJlDtevviRNITsOVWPi3xZh/HNBUxkzhYgamB6tSwxp/xNNJmZGZY3u1xFWhNGTvEbGCR8LJmi9N/UknNC5meVxXVsUAQB2VdQmbCILBFQtPNbKFJKIwHmIE7ofipBV2AyvR+FMf+kZGZKVgkW9RUSDQWUeei7MNA+x+FgkIljwO8dAQDWcw0qwiCQ7xDLoxBwOG/ZWYd0efff5xg9bLfN5AMb4dBGFWwF4P4tot0/P2hibYOH1KJaOuP6AahAyFOiTn0wnXFmqXj63QHWCPg+iGQQIt6fz5GuhmvFfb3eEtPe3nX6cybV0r/Z4dm2VnGlRpmnACjFBFpB8tUxe6xIIqFi9K+gzIpo+mhXlYuaNI3BjqIpvItpPKw6zMu0mjohauKkd1U255yPZx642xo1HWaHu5JnIPdxfVYfpn61FY0CFoiCs+CGDPT/xZGQ9FNIoPnVJf1wZIauwFbkStGd2klWCxdG6Rjz71UasCT3QkRJkFYYGi5kDJ59/wCr7mZXjZyTyuUJH1/xzKVZxqW+thIRIDkOxqLbNFm9+sVjH2bbNiGXXr0LFEq5MdjSNDxMsrHIvmCGqdRsDKh6dtRYDH/wSWzkbq19VLSe/ZLBKnhMvuV6P1q5E/SzKj4Qv9vtNhA1GfhL+CVbjb/gxzU0zlyqKgqYhc4iZqcSKKk5jYdZrd44LF2KSgQkPvPMm01gkOpnz2o89lbVaro+Tj2kedmzf9qXo1TYYerz9kJyEXIBeMt3MN0EvQpaExsLCzMg/a7Gav8z4as1e7ArNT9GixvgNhxglFQt3fLASr84LZqNtXpRrafYdEKqKPH/T/pizJTNtZreWRXG3C5CX/MsuMlawMOvgp2dvwP99tUGbZEXnzb7tSrXfmbObmeaB/5jVJHMkCcGitiEQ5jVsdZ2IgkUMO1CznXZNvV8LH4wmBERyEOVNIZe+vEB/PUIg5tfr9mrq7FhNIUD4JOMPqHjluy2orG3E3+frqaoDnAbDbh+LRFAURfve8fpZVNc34sK/fo97PloV9l4k7Q8bA4n4WFjZlSP1MTOHHLIIUTXjCKexMFuXJg7Vd30ywkHN8rTotTQSOz9fr2XZr4egqkDHZgWWToFsHGzZdxRf/By5fECssF21mWChzz+Ja0g0oT1KHaZEueafetLBWDSaySRkm7tez5zc0qKPgKBgqCjBnC2iD5oVTFvXrCg3ypHmiKkJ0o2MFSx4oZv9uuiXA4ZjxEX19rHH4qbfHIPPbj5Fs3uaOU7xu3SrBZ89nKOOa4lBncpianOkB9tqAEUaWOOFsshmmO0ebnh7OQY8OBu/7D8aNU9FIrsPq/wcy7cdMmQrjdUUYnYsb9bihQ6/qnI+FuknWAC6zT1ejcWnK3dj+bbDYUmperQqxrWndLP4FG8KiX+SshKgIy0kbFFjavmYrsMJFhOGhIcH81kRZdidG03yWCRrCuE1AStCBd+ObWWdxZMf0w99uiaha4qwDYNZTgZmOnj+60148ov1CZ2/0UIbyCeA8gdUU5+caIjCQSxRY0zznKwDrJXjJmsHq4gcS8bcBn9A8y9KNNstm2/+590fE64pZScZK1iYeTaLMoC4GBTl+XDb2OPQq20Tzdb99bryMHMHb+O1WtiZHd/n8WDSyV1ianNBaHI0cxi12oWx18XojptO64HOzRNTszE+Xr4jKbUlQxz3DX7V9GHYJfhyJKOx4MNm+XA+f0C1xcdCpvajMIK2zIzFvxzEH/+9Kkzde/3I7tj86FmYfdvIiDsjtignYr47aGFiiTTXlRUE21IRo8aivjGgPRPPXjYAk02eJ36TICP7Zr1JynpfEuWxAaOmY2koX0yPCOnB+dwjOw7VYPqstZbHRoKfvypqgn1cWhA+HppyWowX5m5KqMgViwoRn4f8HC/m3zVa+/uz1bvjPvfhGuN4iWV+KIywQYyHaFWOWUru7TEIFvz8HmtIvQi7v9sOVmNjeRVe/GYzBj/8FT5P4L7aQcYKFmYRU+KDEmmXyR7ql77djIf+a9wt8LsxS8EioO94zu3fDs1jUHlpO8c4NBasct9d43oaHuZ2cVTmtEJRlIRUiPznAXMNhZkdV9yhxyVYCMfyNTD4Kc4fUPWQOJsyqCZLkZadMraF/tKXF+Cthds0ezCjRXFuTAJPSV5wQdmy/yg274svNM/KnBFJY8EEvVhzWTzKLahn9Wtr+p0URQlLMJcMeoKs8HDTRAULXtPBStSfKBQF5BG/58vfbYn7efz4xx3o/8CXWs0ktjibmUKaFhrnqER8STTfFJM+6tC0EBcMbA8A2Ftp7fRrBZ8b6NEL+sWUrVIzhcQZWSOauwZG0Tq3DDl23vTuj1HHB3M+9SiJJw7jNbLvLt6Gxz9fh/1Vdbjh7eUJnU82GStYiJVKzV6LlDWSDwETc/XznWq14PPOX4qiYFj3cActkfwIajsr9SufkyOfE5SsCubEQ0VNgyFVc7wLsViEjMfsvok+BXlxFAeL5MjFhzX6A/bksZBJJP+eSIjRO789MbaMon3bN0HnUDKhuXFmBKy0SAQXaa9brH2/2Ewhr/+wVfs9Ut4UPWw2eY0FWxxyTTJvJmoKERecNk3yceqxLS2Pb1cWvjmIJ9nT1v1HceuMlThS14ir3giWKmcLulmEQ1Nh85OI5sevPVvm/TQ2lGNkT4RoIiuY2a1D04KYx3aB5oQf33fh88D858YRmHhi5MiN3u2aaL9vjdJHTGNRkONNWCPMr0Gvfb9V+z1d8mVlrmBh8vCLGotIEi+/MEeKHrGS6rUdT2jx+uP43hjSpSmevWyA5TVZe8xS0FolrdEEC6/H8H3iiVK44qROaFqYg9/0bGV4/fUfthocmC4b2jHmc/IsMrGnmkn1okCVF0fyrUh9ye/yAqqq9V+6aiyY3bUiDh8EkaFdmsWsZlUUBeP6tAEAPPzftTHvyLfuP2ppK49k92WCRayTfaz9lEx0iwib/HkTCxNqlv16CIu2HIjbti3OFb/p1SqicFtWmBtm9olHo3TxS7rDdG1DAIer67F1fzDChGWl5GkqaDHi1fzsOFSNp2cH6wBZ9VnrkCZ1bwIFtLSqx/mx+yUk6rx5kHOu7NehNMrRwOThXbTfn/pyA95fst3y2Jo4EwCawQsWvHZahqZaBpkrWMSgsYikaufT2oqajUAMGgvRialNaT4+uP5knDegveU1mZ+EWRieVQgYr7E4wOUFiCevwsPn98OSe8egQ4TSve9ccyKaFcWX+jqSMF7vD4QXfRN26DlxfIdIVQ55TYg/oGpCp13F5JKFqal3HY5/V8cwC2GMBF+2+b0Yk0yd9dy8uK7BYBqZIzGmvWd5HiJlWQTk1gupMMn3wGtLJryyEB8u2xHXOUWBbUCHsqif6d22ieHveEJP9wsRCmOe/lZLJW3mfyWaQuLVWDz9pV5c0Mrpu60mWNTG7cPx7JyNAMIzlUaCCdfxhpsy36FYozaa5OfgokHBgnuf/7wHd/7rJ8sEeUzIibXwmBm8YMHP++mSMCtzBQvuxrOdhZhZMFLH8gu5uNMwlJqO5rwZx66bqe3MvOWt8vfzdU94aTVeR2Gf1xNRGBncpRkmn9wFw7rFvmBFCjl8YOYaDH7kK+yu0NX3osYinnThkcxavO8GnzArfTUWwcnspW834+ddFVGONuf6kd3jOp5fVHbGKNBEcoiLNP6Yj0WszqJske8RIYICkKux0J0cdcFCXCz/8PEqvLd4GzbsjZzrhSEKFpEEeYa4q02mhsz+qnpU1/uhKMEwVxEx70g8i9SR2gZ89KNekdeqD1oW58GjBOfQ/Udj11ocPFqvFUiMJ3SV3b94k80dSCActLOgBbIa37wpJFGs1qADR+sTytkhm4wVLPjBx55ncScTSWPBTwK1wgTKS9pWMe2882asaKYQU8EiclRIrs+D/5swQHv9uDaRJ2EzrMwny+87Hbk+D5oV5eLdqSdpFTiT4b+rduPg0Xq8+M1m7TXxQYwkLIhEslWGaSyi2IFTDa+SfvarjXF//sJB7ePeDZ3M+QA1KUi+hFBE581QxNX3MSQU2lRepe38orWLCcbLtx2KeFwssGeQFyzE8djgV3H3R6sw9v++ww1vL4t6TtE3o30MgoU4R8Wa2yRSavOWxXmmz7ooyMejsbjv36sNf/+y39xk4/N6NP+OvRWxCxZ80jdRExMJdv/+3+fr49KQsDHXojh2wUL0W7Hqq1opphBroY+fU1NFes6sEuAlOtYJ4oMdUWPBHStKu7xJxcpE0cCFm8YKewjMymmbXefQ0XqtlHSuz4MTuzXHT38ei7n/OyosTXAsmGkILhvSMUxqjzWlciyH8X4EewRP8dwI6cJFIikfWIZDIJR5M819LHj1eyLpqxPJAtq8OE9ziFu5/XDUBT/a+5G0C8WhKJQjdY34UnCMFmEl6IHoMf/MMfGJL9ZjS5zRLSIVJoJFJO3jrFV7oiYrEjUWYnl0M8TFp7ImNsHCLEkawywjqva5M3tqv8ejsfj3CmONoc37rB0Y2fXF5z0SfPVcs/nRCj7p4eo4tH8HQsJLPBqL5oIQYlXhuqaepQiQo7FgjAhVPX3+6034fPWehMpKyCJjBYuAQbAI/i4++JEcp4q4mg2i4w/fqVaObmYJdqLRrUWwGt8BE9ucmfPmdxt1x0pWbrtJfo5WfCdezL6LmQNgrOux2WGthUI+n6zYhT/P/Bm/7D+KeRv3G96LxxTCL8CRvn+A87GQHRVy/oB2AIA+7ZpEOTIy/DhNxGk80bolbAx98fPeiP4DlbUNGPLIHNP33rn2REw8sRPuOaun6fuAsW5JJCc3VVUNMf/RVMd82vJvOKfjeKmsbdAmZV6w8EbpDN6sZ0YD16+/PbFTTEnVxOfvX8t3YL7wnMRL6wjVMKee2g1tQu8nkw/ELNcIg53/2n8uxe/+sTgmJ9hyTpiIJz/PpUM6on/I+fLbOMbE5lBkR4emsW/QRI2FVfI4GaYQM+3LJYM7aL9f/9Yy7I9DAJNNxgoWvI9FYyCYkCmeuOw/ju+t5Z6oazQ6GhpNIeYPhWbHj0Ow6NG62HKxM7sO71Xfr310z+VomE0kZuaiEzo3TfgaZpPp6z9sxcfLwxeyuAQL7tAZU0+yPM6v2pPSGwD+b8IArLx/bFL3BzDavz9bvQcf/xifk2CiocZ8X9/x4U9Y9qt5xMcXq/dYqqNP6tocj1zQz1AASoQfA5E0a9sPGhfqeELzkrEzP/gfPW8Nrz2KZoYQM56KMC3mBQPb49EL+sXUFrNvfM0/l8T0WSvaRBAsFEXRIjfiqXbLb6DevHoorjvVOtNrW05j8t2GfTFpYXhTSKTIOjPOCmUg3hSDFmvbgWr88d+r8GUohXqvtrFvEloKgoWlxkKCYGEWnNCnnXEN6JSA1loWGSVY/OHjVRj3zHeoqfcbtAoBVY079rxLiyLM4zLF8XU3/DFoLBq0cNP4QiatBoOZ6osN0HP7t5MS4WCW8dPMDvjboZ3w0Hl9MPvWUyOez2wdsFLtP/f1prDX4hEs+Ck4P4Lt0s4EWYqioLQgJ852hzP6uFY4p3877e9bZ6zE2t2V+MvcTTHtIhMtiCYKkbfOWBl2zKbyKrz0rbUNN5ZxOKiTLniZhVYDQHllLU59Yq7291tXnxj1vHz7k8m0yGtr+L7sEmWnvCNKxEZ9AlpMM/NPNOfUA1F8EKIVvmL5cGKpNcRoHooYO6VHC5zSo2VEs9ExQrbRWTFki2SmkN+P6h4xW6kZTMOx9UD0iJrr31qGtxZu09aLnnH4qrUoEUwhFhqL2jirN5vhN1kPRB+kVEa9ZYxgcbSuEe8s2oZ1e45gydaDBuexxkB82goGX1JczIXAaLDwsWjUUgLH17lm5YyD5wtvf60Eydd4vvBrmJXb9nk9uHJYlxge8PDvHo96NZ76G/wzVBjhfvgDKpiMaVeCrGQFC0VR8D+/Ocbw2pnPzsMTX6zH3+ZtMbxuphJN1BQiqt3NkhiNefrbMPt5JLW3GR6Pgv930fEAYBmS91fOAe2kbs0wokeLqOd9/7ph2u/JCBb9Q9UqTw8lc2K0Kc3HHWdYV1Fdt8c6OuSDpdvxRKj+Rjzjo0uLIjx+UT9MjDEhFBBcHCNx+dDI58rTMgDHNmeqqqplYJ1+YXRNTC9hsb7no1WmCyUP01hEqtlhRZcWwc1atMRVALBmt+6P1bl5YUSzkUhhrs8QHhxNY5GMj4WZ9ahpYS6uPaUrAN0smyoyRrBgKXKBYNY/v2C6aEggvtfjUbRJ+vHP12HCywtQ22DUhlhGa2g58+O7xU24uhaDOzfF2aEIDFFjcbi6Xsu3n4zky3OySXbQRHPZWxGPBieeqBBeExJpt+RESu9o6X9jocgiVn/BlgPGPCom4y9RwaIg1/i5WM7TpXkhuidQ+pk5xVkJFnyGyZoYF7i+7Uu18umJ1D1hsBLtU7ikR4zRx+lJ5F6fMsTwHj8Hidzx4U/a7/EKnhOGdDJosIDI/hxLtlpHxbQsyYu6oMWrsaiqa9QcPWNxdjTbkEQzXTGNhVUl2EgwLbCYSTgaIyNkRbXiX78/WctDE83HIlLunWj8ffKQMA1jjteDO8f1xIsTB+HhGE1tdpExggWfka6ipsEgWPgDieW9B/RF+/2lO7Dol4OYuWKXpSmk0R/QVLuJaiz4VOL5OV6uVLNRsJj6z2VYvbNSO04GFwxsjxcnDsLMG4drr8XjIyJi9t2jFfPhk9/Ec+9K8mMTgAKqPUXIeMb2bo2nLumPL26JbCqKRLGFQPf9pgO4+g3dxm4qWCQ4HkT/4Kr6xqghetNGH4Pxx7dDfo4nLHNrJJgHfblFBka+BsmAGDIfMoq0hEiJaSz8AVVLU25mhujdrgkeOr8vXps8BKOOM37fDXtji0RJpD6EuIg8NyfcdAjA0i/m75MGY0iXpnjz6qFRr5UXZz6QL38ORvZ0bFYQk/bU7L6amWF5mPNmqybxaywKc32a0/jWA9X44uc9pmXo/zzzZ8Pfp/aIX7AoyPVqGqHKmgZTx1Qm9BbHkehLZOSxLbHqz2eEbY5yvB6c2a9tUueWQcYIFnw9iMowwSKQcN16Ua1e0+A3mkK4Bf+yVxbi+D9/id0VNdr1490V8wtksyK9iFSDMOsv3qpPIPEU64qEx6PgzH5tDY6gByyqV8aCmeOTlWDRJN+HXK8HQ7iiTPGYKq47tTsGdCzD/ef0jnicP2BP2XQeRVFw0QkdEsolwuCjkkTmrt+HQ0fr8c36ctNxnajGQhRSVNWYHVPUzl0wsD0uPqEDmhXlYsWfxuJvvxsc87WOaVUMRQmGHN7F7eYZTJPRv2MZbjvd2vwgwp6FWPM9MFRVxZ9n/ow+93+uhTNahbdeeVJnjDYRoqrqGmNKh56IqUw0FcxYsg0rth/GnR+u1LQXB6rqcNGLC8w+jlHHtcIH15+Mnm2iOyMyjUWspdpnrQpqTi85oWPCtS8ipdxWVTUpUwig+1ms2HYI1725DNe9ucwQ6n6gqs5Qk8bnUXBSDPWdzGBOnB8u24HjH/hSuz8M5nRvpZWMFa9HiStZmJNkjGDB71AqahoMXrN+k4iQWG1Qos/D/TN/xvebDmh/m5VC/u9Pu3XnzTgnERbjDwTDl9juxqz2CUOWjwVDUXQT0AldEo9waFcWHqd/wyhjRsguzQsxY+pJ+PFPY7Hi/tPRkUsaFM8kVVqYg39PG44pw7tGPM6vAl+tDRbaStcEWUD0cXP5qwsx+bUl+Hx1+M6rSYzaGxE++yZT0xomX8FscVa/tlof5ed449IAleTnoH8opfWMpdsNz9GHy3ZoERbPTBiAUpNKnFawyTreDJVPfbkBr/+w1bBLt/J3ioRZcjuRRAQLPoS6OM+HgAqc/5fv8f7SHbgzJJhFKtkdj5DOR21E832orm/ED5uD8+GYXq0jHhuJSBqLI3WNWr8kYgoB9Noo/+UWeT7XCW96y/Eq+OHu3yS862d+GVV1jThS2xhWcZSZfcz81+IlPcWKTBIsOHtWZW1DWLgpW+hbFOfi+7t/g6cuHRDTec3KC/OYRZuoqu4TEa/ak9dYtCjJ1XwSnpmzEZe+tMA0zC9SFESizLtzND64fpjBgz8R3rn2RLTnBIyBnZpqiVwA4Js7RuPEbs3h9SjS/TnM4O3g6ZogKxaYo+AHJvkm4onz5xnbuzWmDO+C5y8fqO3W+aiNXUL11GhmrWg8f7le+2MLN7H/7wd6NEqzCGGrZhQkqLFYsjXchGBljuL5+IaTcR63SbGq9soTj1Myo6wwF/PuHI2lfxwTFtWxNORTYZY46qvbRuL7u38T17Wu54T/aCaKv87djJoGPzo3L0Svtolr6CJpLJi5rCTfl7A/GXsmeP8TXpi461+61uzda09CqzicNkXEXD0iLFpExnzHHKdFR+NUkzmCRQNvCmkMc95kKuMcrwftywpiluCjZfsTTRRAUEOSSLgpIAgWxXlaO/0BFYu3HsQfP14dZvfOTcIPwopWTfIxpEuz6AdG4eTuLTDvztF44bcDMe/OYPhu2wiZ/2RJ4KxaZyQS1NqmFdsOhHu6izULYsXjUXD/OX1wTv92phVWxaiHeNIdm9GxWSEGh3J+WNVEiTe9OPOxWLu7Ei9+szmm7IP+gKrVoeCJRQMzsFNTPHvZQK1OTywVaeNxSubp2KwQLYrz0E1IAKeGnhqWebRD0wLMmHoSPr/lFBzTqtgg2McCrwGNtOAfqW3QQo/vGtczLg3jv34/DEM5s6fVdeauK8eYp78FkJwgaxYqvCUU3XSgqk6LdPrdsM4YnOS8FymSxB9QtUSAyZpCgOB9f/nKE/D0pf2TPpdMMkew4DUWNQ3GJFacxiLe3UJZQeTJkzkCGn06VK4IWeIai5acKYSxZndlmLd2fZw5OpzG41Fw9vHttGRIkeYfWSbDv04chJV/GhvxmHhSA6crh4RKuK1K8qTshMwEizVcanQgPNNgIvQN+fMwR2SReG32zMcioAYjuV6JkHOD8cQX68Oirv46cVBc12Vmk1hMIYmk2+fp1rLY8Dd7ZspDgsXIY1vixG7NY/KnMENRFE24iCRY7DtSh8aAioIcr5aEKlZO6NwM7183TMuKOXd9Oc5+fh5+FOq8zF6rp3xP1E8O0ENOeVjeEV5gnhRn6LQZrZqEz9uMJ79cr/0eyY8qVvJzvDijT5u4Ssk7QeYIFrzzZq3RxyIQULVwqHjtm9FMIcw2zOdnCARUrghZfNc7oXNTNMn3oSTPh77tS8Ns7bsrasLKTSfzwKWCRFX18eDxKGG2+TUPnoFfpp+l/R1r2W43ES1HQaywsMG9XD0HPsYfkBON1DuU/nzZr4fw/pLtOO2pb7T3WK6LeOjaosjgY7JqZ/T6EGYJv4Zz5rpYaCIIYv6Aimv/uRTTP1sbdmwyTr1AeIIrNtXtq0o8JFOkUKsKav2MMKFWrJERD2wMvTrvF6zeWYlr/2nMwcE/o/EUHxPhNRYsF8nOkGmPCRZn9GmN7oLQlgh5Pi8uPqGD4bXq+kYs3HLAUCDMCdNvqsiYb8bbAitqGoxFyLjMm/GqIa2KjDGYtoC/flBDkljkwTGtSrD43jHwKApyfZ6wzzf41TAv40SjAFLF1SO6oryyFmNM7IKqZHekpy/tj09W7MJzlw/UHuQ/ju+FD5ftwMST5CzCdvH85QPx7uJt6Nu+FK98tyXisa1K8vDkJf1xSgyJpGIhuCveq4Vx+wMq1nKCBa/GTgZWJGrF9sNYIeSBGNcvujlLpCjPh6mndsOTX24AENQOVFQ3YOfhGvRqWxKmAVFVFcV5PlTVNaJ/h1KsDBX1i9cBlml4/ufdH7FgywFcOLA9ZocKrN09zlg3JdlUy+Ln6/0B+AOqtgjLqE5bkOsFjkbWWFTUBJ15m8bpB8MjapD3V9Vh+bZDeOLz9bh3fC8c4Xx8xJTV8VCU58O7155kuOaSrYdw24wVmlAoaoKS4dQeLfHuYr0OTu8/fWHSJvm+celCxggWRyOYQvy8j0Wci3C0iAszjUV1faMmDSeSB4LfCZr5aDzA1TIYeWzLMOk43cnP8eKB8/o6cq0LB3XAhYOM9+eaU7rhmlOsaxmkC+f0b6clRrp7XE90+8Ms7b0OTQsMtSkuOqEDTk0goY8Vx4Qm2c3lQdvztoPVqK73Iz/Hg0X3jEFxgpEnIj1am0/mPo9iyGkSD1eN6KoJFrsO12Dkk3NxuLoBL11xAsb1NQorB47Wo6quEYoCvDd1GF78djO6tiiM2wRzfPtSTZB4Z9E2fPLjTu29qrpGeD0K/AEVj17QL+mMr33aleKc/u1QVpCDNxf+CiDorMrmwCIJO2GmsXjyy/UY17ctrjyps+H9bQeqNUfIaFrdSGw/GJ5me/I/FqOythET/7ZIS75WmOvFk5ck50cwLBQ+ymvhPuL6Saz1kQxW45pHRj+lK+7a6kbAaAppDPN5YD4WeXFqLK4bGXkBYhoNXmX37YZ9mv0+XudNkWiCyRtXDZWWICsdyGT1YDJ4PAo+v+UUXDiwPe49qxf+c+MIg/bthCSjd0SODWVHXLO7EoGAqtmjOzUrRGlhjrR06FamwpYleQnnRCjM9eHPoXwmX60tx+GQyv7bDeVhx7JKoce0LEZBrhe3nX4sLhgYv6B+3cjueOi8PtrffF6dvZV12nw0Pk5fBDO8HgXPXz4QD57XR9NoVtf5tWvKcApkG6rvNx3Aff9ebdg4Ha6ux/jn52lq/WgO7pHYdTg8bTyLrKmoadDMb3/73eCEqzaLtCrJM9Ukt0gyyoknFnOvrPxD6UhGChZi5s1Gg8YiXmfKnIhe1Sw/xiUv6Ylp+Ax8yWSuBIymlLFpFlJkB78f2R3HdyjVFgZCp2ebJnh6wgBce2o3NC3KNfgRJVtRVaRX2xIU5/lQUdOAuevLsTcU8hdP7YRYeej8cO3V0zGGg1th5sz247bDYa/NXR8UNs6IIYooErm+YP0cvjItgw/Tzc+VN+UqiqItTre9vwLbQkW2ZKjYxbDO3VzdmIVbDhg2UsmYQqKltWb5K2Q6JyqKgv/edErY68lGOfHkeD1Y/IfTTBP2tSrJw31n90ZziRqSdCMjBQve3giEwk1ZVEgCoV6RHlRmCrEKa0vWQZB33jyxW2KZ4NxE06JczLxxBCZHSXRFGCORmsZQoyEefF4PhoSSo139xlItt4QdgsWVJ3U25LR44Nw+mto6UcxSvK/bcwRPz96A1ZxD56by4Cbg+DjShkfi+FDSLx6WGVNREg81tYLNez9sPoA9IRW/DI2FqDn8ZX8Vftl/FHsra7HoF2POj6ZJmEJeuuKEsNfMlGGxpuyPFTMHWhlRTjytmuRjyvCuWpg9Y8E9p+HqEZk9v2WMYHHLmB6GyoMHuVoDjQFVU+UlYjbgB5yoyhRreIgcG2eJXxE+RfCAUNVFguCRudPiGWhiXomW/CdRxvVtg7G9W+OOM46TEvLHL4y8s+Nzczbi7Ofn4/99vg6BgKpVvIxWSjxWbhjVHWN6GdN9M+GlKNeXsHnHCjPnchm2e9G37KrXl2L0k99gxONfY91uYz6TRFNfA8DJx7TA+OONc6qZv3wiWVCj0VwQxmULFgwxvNiuqsrpRMYIFlec1BnTRh+jDZZDXPrhgKpqGoVE0rQ+ckE/dGleiOkX9tOqjTKO1DXiVQuP/WHdmidtF+Tj4nsKUvZ9Z5O5IJthi/xlQ+yJbhEdHQE5oYxm5Hg9eOV3gzFt9DHRD46Tb/53FHq0MjrT/fWbzXhz4a84Wu+HR0k+twSjT7tSvHKlsWbKq/N+ASBPKxINO0whjAa/igVb9JIG/TuW4cSuyWmXHjqvL/50du+IQqtsjQUAvPK7E9C/QymOa12Cy4Z0jKkya6LcOuZYAMDtpx9r2zXSiYzzlCstyMGBo/WG6oiNfhVVIZNEImrCri2K8M0do0PnCuCxC/th5+EaPP/1Jsxes1fzBheRYffmExTxbb9rXM+MV6cRkXn7mpPwzfpyKTt8M45tXYJ/TB6Mq15fCiC4MMZTwTSVnNitGU7p0QJ925fC41HQuXkRNpYbq4+yolOdmxchzyfPkc4qY2e8uTESRYYpRBTEzFh5/1iU5PmSrhLcrCgXV43oii/X7NF8eXhm3jg8ofoq0TihczN8cuMI6ec148bfHIMxvVslnLTMbWScYFESUpm9v1SvocCHYiUr+fq8Hlw2tBPeW7wt6rGJ5rXnOSxk8rt6RFfMWbsXlw3pmPS5CXdzTKtiHBPDApAMv+nZGuseGgevR7FlcreLHK8Hb159ovb3oM5l+CqUxXHC4I6YsXS7VivCKU1CvNkpE0VGyeyrR3RFXWMA8zftx+JfwuuoAMlFg5hhpQ0z81txG16PklQeDrfhnpkiRswG+8GjDTiShCnEDCt7HC+8ywgnOi+Ux6B3qAT5fWf3xjd3jJburEcQVuTneF0lVJgxaVgXDO3aDJNP7oILBrU3vDfQBt8lllvm4fP7Yny/trj2lK7SwiWjISNhns/rwU2n9XBUdW+mJUnGMZRIHRmnsSg0cc48XF2flCnEjFOObYGywhwtRp7xx/G98eCnwQRWMgSL03u3xqf/M8KxSYkgMpGiPB/ev24YgGA2yWNbF2PD3ip0bl6Ii2xIMDf9wn6Yemo39GhVjCuE5FIyuWtcTzz++To8d/lALNpyAK2b5Et1EG3HhdqvvH8s3lu8DdM/W5dQuvVoXD+qO+oaA3hh7iYAwHGtS/Dohf2kX4ewn4RW2b/85S944oknsGfPHvTv3x/PP/88hg4dKrttCcFHUTAOHq3XyijLcgLK83lxSo+W+M/KXYbX+ZTKBRK8sxVF0Qo1EQSRPAW5Xnx560jsO1KH/ByPLQWccryepCPCYuH3o7rjsiEd0bQoF+f2bxf9A3HSsVkh/uc3x6CsMBelBTm45pRuGNunDbokWEE3EjleD/73jOMwqHMZcrwenNJDXiZZwlni1pnNmDEDt912G+6//34sX74c/fv3xxlnnIHy8vCsdqlArPwJAHWNAS0TpixTCACc1C28XgJvJ/RmQl1ugshQWpbkpV1VyESw2yx6+9jjNEdxr0dB1xZF0sNmeX7TszUJFS4nbsHi6aefxrXXXospU6agd+/eeOmll1BYWIh//OMfpsfX1dWhsrLS8N9OWKY2BktIs1XLSidTsAgPs+ILAB21SJpFEARBEJlKXIJFfX09li1bhjFjxugn8HgwZswYLFiwwPQz06dPR2lpqfa/Y0d7oxlGcCFdLYrz0LYsqEFgKb1bSswH303wexDrG3S2QV1IEARBEOlMXNv3/fv3w+/3o3VrY82K1q1bY926daafueeee3Dbbbdpf1dWVtoqXPx+VHeU5Puw70gdrjipM/ZX1WHO2nKoUNG9ZTG6SyyNqygKPpk2HGt3V6LeH8DIUHXJ/9w4Auv3HsmKFNwEQRAEwWN7VEheXh7y8pwrtpKf4zWUxO7YrNA0NbEs+ncsQ38hXK1fh1L0cyg2niAIgiDSibhMIS1atIDX68XevcZMk3v37kWbNslVByQIgiAIwv3EJVjk5ubihBNOwJw5c7TXAoEA5syZg2HDhklvHEEQBEEQ7iJuU8htt92GSZMmYfDgwRg6dCieeeYZHD16FFOmTLGjfQRBEARBuIi4BYsJEyZg3759+NOf/oQ9e/ZgwIAB+Pzzz8McOgmCIAiCyD4UVVVVJy9YWVmJ0tJSVFRUoEmT7Kj0RhAEQRBuJ9b1292VhQiCIAiCSCtIsCAIgiAIQhokWBAEQRAEIQ0SLAiCIAiCkAYJFgRBEARBSIMEC4IgCIIgpEGCBUEQBEEQ0iDBgiAIgiAIadhe3VSE5eOqrKx0+tIEQRAEQSQIW7ej5dV0XLA4cuQIAKBjx45OX5ogCIIgiCQ5cuQISktLLd93PKV3IBDArl27UFJSAkVRpJ23srISHTt2xPbt2ylVeBpA/ZFeUH+kF9Qf6Qf1SXRUVcWRI0fQrl07eDzWnhSOayw8Hg86dOhg2/mbNGlCgyKNoP5IL6g/0gvqj/SD+iQykTQVDHLeJAiCIAhCGiRYEARBEAQhjYwRLPLy8nD//fcjLy8v1U0hQP2RblB/pBfUH+kH9Yk8HHfeJAiCIAgic8kYjQVBEARBEKmHBAuCIAiCIKRBggVBEARBENIgwYIgCIIgCGmQYEEQBEEQhDQyRrD4y1/+gi5duiA/Px8nnngiFi9enOomZRzTp0/HkCFDUFJSglatWuH888/H+vXrDcfU1tZi2rRpaN68OYqLi3HRRRdh7969hmO2bduG8ePHo7CwEK1atcIdd9yBxsZGJ79KRvLYY49BURTccsst2mvUH86yc+dOXHHFFWjevDkKCgrQr18/LF26VHtfVVX86U9/Qtu2bVFQUIAxY8Zg48aNhnMcPHgQEydORJMmTVBWVoarr74aVVVVTn8V1+P3+3Hfffeha9euKCgoQPfu3fHQQw8ZCmhRf9iEmgG89957am5urvqPf/xD/fnnn9Vrr71WLSsrU/fu3ZvqpmUUZ5xxhvraa6+pq1evVlesWKGeddZZaqdOndSqqirtmOuvv17t2LGjOmfOHHXp0qXqSSedpJ588sna+42NjWrfvn3VMWPGqD/++KM6a9YstUWLFuo999yTiq+UMSxevFjt0qWLevzxx6s333yz9jr1h3McPHhQ7dy5szp58mR10aJF6pYtW9QvvvhC3bRpk3bMY489ppaWlqr//ve/1ZUrV6rnnnuu2rVrV7WmpkY7Zty4cWr//v3VhQsXqvPmzVOPOeYY9fLLL0/FV3I1jzzyiNq8eXP1008/VX/55Rf1gw8+UIuLi9Vnn31WO4b6wx4yQrAYOnSoOm3aNO1vv9+vtmvXTp0+fXoKW5X5lJeXqwDUb7/9VlVVVT18+LCak5OjfvDBB9oxa9euVQGoCxYsUFVVVWfNmqV6PB51z5492jEvvvii2qRJE7Wurs7ZL5AhHDlyRO3Ro4c6e/ZsdeTIkZpgQf3hLHfddZc6YsQIy/cDgYDapk0b9YknntBeO3z4sJqXl6e+++67qqqq6po1a1QA6pIlS7RjPvvsM1VRFHXnzp32NT4DGT9+vHrVVVcZXrvwwgvViRMnqqpK/WEnrjeF1NfXY9myZRgzZoz2msfjwZgxY7BgwYIUtizzqaioAAA0a9YMALBs2TI0NDQY+qJnz57o1KmT1hcLFixAv3790Lp1a+2YM844A5WVlfj5558dbH3mMG3aNIwfP95w3wHqD6eZOXMmBg8ejEsuuQStWrXCwIED8eqrr2rv//LLL9izZ4+hP0pLS3HiiSca+qOsrAyDBw/WjhkzZgw8Hg8WLVrk3JfJAE4++WTMmTMHGzZsAACsXLkS8+fPx5lnngmA+sNOHK9uKpv9+/fD7/cbJkYAaN26NdatW5eiVmU+gUAAt9xyC4YPH46+ffsCAPbs2YPc3FyUlZUZjm3dujX27NmjHWPWV+w9Ij7ee+89LF++HEuWLAl7j/rDWbZs2YIXX3wRt912G/7whz9gyZIluOmmm5Cbm4tJkyZp99PsfvP90apVK8P7Pp8PzZo1o/6Ik7vvvhuVlZXo2bMnvF4v/H4/HnnkEUycOBEAqD9sxPWCBZEapk2bhtWrV2P+/PmpbkrWsn37dtx8882YPXs28vPzU92crCcQCGDw4MF49NFHAQADBw7E6tWr8dJLL2HSpEkpbl328f777+Ptt9/GO++8gz59+mDFihW45ZZb0K5dO+oPm3G9KaRFixbwer1hnu579+5FmzZtUtSqzObGG2/Ep59+irlz56JDhw7a623atEF9fT0OHz5sOJ7vizZt2pj2FXuPiJ1ly5ahvLwcgwYNgs/ng8/nw7fffovnnnsOPp8PrVu3pv5wkLZt26J3796G13r16oVt27YB0O9npLmqTZs2KC8vN7zf2NiIgwcPUn/EyR133IG7774bl112Gfr164crr7wSt956K6ZPnw6A+sNOXC9Y5Obm4oQTTsCcOXO01wKBAObMmYNhw4alsGWZh6qquPHGG/Hxxx/j66+/RteuXQ3vn3DCCcjJyTH0xfr167Ft2zatL4YNG4ZVq1YZHtbZs2ejSZMmYZMyEZnTTjsNq1atwooVK7T/gwcPxsSJE7XfqT+cY/jw4WHh1xs2bEDnzp0BAF27dkWbNm0M/VFZWYlFixYZ+uPw4cNYtmyZdszXX3+NQCCAE0880YFvkTlUV1fD4zEucV6vF4FAAAD1h62k2ntUBu+9956al5envv766+qaNWvUqVOnqmVlZQZPdyJ5fv/736ulpaXqN998o+7evVv7X11drR1z/fXXq506dVK//vprdenSpeqwYcPUYcOGae+z8MaxY8eqK1asUD///HO1ZcuWFN4oCT4qRFWpP5xk8eLFqs/nUx955BF148aN6ttvv60WFhaqb731lnbMY489ppaVlamffPKJ+tNPP6nnnXeeaXjjwIED1UWLFqnz589Xe/ToQeGNCTBp0iS1ffv2WrjpRx99pLZo0UK98847tWOoP+whIwQLVVXV559/Xu3UqZOam5urDh06VF24cGGqm5RxADD9/9prr2nH1NTUqDfccIPatGlTtbCwUL3gggvU3bt3G86zdetW9cwzz1QLCgrUFi1aqLfffrva0NDg8LfJTETBgvrDWf7zn/+offv2VfPy8tSePXuqr7zyiuH9QCCg3nfffWrr1q3VvLw89bTTTlPXr19vOObAgQPq5ZdfrhYXF6tNmjRRp0yZoh45csTJr5ERVFZWqjfffLPaqVMnNT8/X+3WrZt67733GsKoqT/sQVFVLg0ZQRAEQRBEErjex4IgCIIgiPSBBAuCIAiCIKRBggVBEARBENIgwYIgCIIgCGmQYEEQBEEQhDRIsCAIgiAIQhokWBAEQRAEIQ0SLAiCIAiCkAYJFgRBEARBSIMEC4IgCIIgpEGCBUEQBEEQ0vj/mbGKx5mIEZAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unique_regions = df['REGION'].unique()\n",
    "\n",
    "for region in unique_regions:\n",
    "    df_region = df[df['REGION'] == region]\n",
    "    df_region = df_region.sort_values(by=['YEAR', 'WEEK'])\n",
    "    df_region = df_region.reset_index(drop=True)\n",
    "\n",
    "    # only weekly variant\n",
    "    dataset_name = f'ILI-US_{region.replace(\" \", \"_\")}_2003-2020.csv'\n",
    "\n",
    "    if not os.path.exists(OUTPUT_DIR):\n",
    "        os.makedirs(OUTPUT_DIR)\n",
    "    df_region.to_csv(OUTPUT_DIR + dataset_name, index=False)\n",
    "\n",
    "    print(dataset_name)\n",
    "    print(df_region.head())\n",
    "    plt.plot(df_region['% WEIGHTED ILI'])\n",
    "    plt.title(dataset_name)\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "moment",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
